论文:《Fully Convolutional Networks for Semantic Segmentation》
代码:FCN的Caffe 实现
数据集:PascalVOC
一 数据集制作
PascalVOC数据下载下来后,制作用以图像分割的图像数据集和标签数据集,LMDB或者LEVELDB格式。 最好resize一下(填充的方式)。
1. 数据文件夹构成
包括原始图片和标签图片,如下。
然后,构建对应的lmdb文件。可以将所有图片按照4:1的比例分为train:val的比例。每个txt文件列出图像路径就可以,不用给label,因为image的label还是image,在caffe中指定就行。
Img_train.txt SegmentationImage/002120.png SegmentationImage/002132.png SegmentationImage/002142.png SegmentationImage/002212.png SegmentationImage/002234.png SegmentationImage/002260.png SegmentationImage/002266.png SegmentationImage/002268.png SegmentationImage/002273.png SegmentationImage/002281.png SegmentationImage/002284.png SegmentationImage/002293.png SegmentationImage/002361.png
Label_train.txt SegmentationClass/002120.png SegmentationClass/002132.png SegmentationClass/002142.png SegmentationClass/002212.png SegmentationClass/002234.png SegmentationClass/002260.png SegmentationClass/002266.png SegmentationClass/002268.png SegmentationClass/002273.png SegmentationClass/002281.png SegmentationClass/002284.png SegmentationClass/002293.png
注意:label要自己生成,根据SegmentationClass下的groundtruth图片。 每个类别的像素值如下:
类别名称 R G B background 0 0 0 背景 aeroplane 128 0 0 飞机 bicycle 0 128 0 bird 128 128 0 boat 0 0 128 bottle 128 0 128 瓶子 bus 0 128 128 大巴 car 128 128 128 cat 64 0 0 猫 chair 192 0 0 cow 64 128 0 diningtable 192 128 0 餐桌 dog 64 0 128 horse 192 0 128 motorbike 64 128 128 person 192 128 128 pottedplant 0 64 0 盆栽 sheep 128 64 0 sofa 0 192 0 train 128 192 0 tvmonitor 0 64 128 显示器
对数据集中的 ground truth 图像进行处理,生成用以训练的label图像。
需要注意的是,label文件要是gray格式,不然会出错:scores层输出与label的数据尺寸不一致,通道问题导致的。
然后生成lmdb就行了。数据集准备完毕。
二 网络模型定义
这里主要考虑的是数据输入的问题,指定data和label,如下。
1 layer { 2 name: "data" 3 type: "Data" 4 top:"data" 5 include { 6 phase: TRAIN 7 } 8 transform_param { 9 scale: 0.00390625 10 mean_file: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_train_mean.binaryproto" 11 } 12 data_param { 13 source: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_train" 14 batch_size: 1 15 backend: LMDB 16 } 17 } 18 layer { 19 name: "label" 20 type: "Data" 21 top:"label" 22 include { 23 phase: TRAIN 24 } 25 transform_param { 26 scale: 0.00390625 27 mean_file: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_train_mean.binaryproto" 28 } 29 data_param { 30 source: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_train" 31 batch_size: 1 32 backend: LMDB 33 } 34 } 35 layer { 36 name: "data" 37 type: "Data" 38 top: "data" 39 include { 40 phase: TEST 41 } 42 transform_param { 43 scale: 0.00390625 44 mean_file: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_val_mean.binaryproto" 45 } 46 data_param { 47 source: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_val" 48 batch_size: 1 49 backend: LMDB 50 } 51 } 52 layer { 53 name: "label" 54 type: "Data" 55 top: "label" 56 include { 57 phase: TEST 58 } 59 transform_param { 60 scale: 0.00390625 61 mean_file: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_val_mean.binaryproto" 62 } 63 data_param { 64 source: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_val" 65 batch_size: 1 66 backend: LMDB 67 } 68 }
三 网络训练
最好fintune,不然loss下降太慢。
1 Log file created at: 2016/12/13 12:14:07 2 Running on machine: DESKTOP 3 Log line format: [IWEF]mmdd hh:mm:ss.uuuuuu threadid file:line] msg 4 I1213 12:14:07.177220 1380 caffe.cpp:218] Using GPUs 0 5 I1213 12:14:07.436894 1380 caffe.cpp:223] GPU 0: GeForce GTX 960 6 I1213 12:14:07.758122 1380 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead. 7 I1213 12:14:07.758623 1380 solver.cpp:48] Initializing solver from parameters: 8 test_iter: 84 9 test_interval: 338 10 base_lr: 1e-014 11 display: 20 12 max_iter: 100000 13 lr_policy: "fixed" 14 momentum: 0.95 15 weight_decay: 0.0005 16 snapshot: 4000 17 snapshot_prefix: "FCN" 18 solver_mode: GPU 19 device_id: 0 20 net: "train_val.prototxt" 21 train_state { 22 level: 0 23 stage: "" 24 } 25 iter_size: 1 26 I1213 12:14:07.759624 1380 solver.cpp:91] Creating training net from net file: train_val.prototxt 27 I1213 12:14:07.760124 1380 net.cpp:332] The NetState phase (0) differed from the phase (1) specified by a rule in layer data 28 I1213 12:14:07.760124 1380 net.cpp:332] The NetState phase (0) differed from the phase (1) specified by a rule in layer label 29 I1213 12:14:07.760124 1380 net.cpp:332] The NetState phase (0) differed from the phase (1) specified by a rule in layer accuracy 30 I1213 12:14:07.761126 1380 net.cpp:58] Initializing net from parameters: 31 state { 32 phase: TRAIN 33 level: 0 34 stage: "" 35 } 36 layer { 37 name: "data" 38 type: "Data" 39 top: "data" 40 include { 41 phase: TRAIN 42 } 43 transform_param { 44 scale: 0.00390625 45 mean_file: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_train_mean.binaryproto" 46 } 47 data_param { 48 source: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_train" 49 batch_size: 1 50 backend: LMDB 51 } 52 } 53 layer { 54 name: "label" 55 type: "Data" 56 top: "label" 57 include { 58 phase: TRAIN 59 } 60 transform_param { 61 scale: 0.00390625 62 mean_file: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_train_mean.binaryproto" 63 } 64 data_param { 65 source: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_train" 66 batch_size: 1 67 backend: LMDB 68 } 69 } 70 layer { 71 name: "conv1_1" 72 type: "Convolution" 73 bottom: "data" 74 top: "conv1_1" 75 param { 76 lr_mult: 1 77 decay_mult: 1 78 } 79 param { 80 lr_mult: 2 81 decay_mult: 0 82 } 83 convolution_param { 84 num_output: 64 85 pad: 100 86 kernel_size: 3 87 stride: 1 88 } 89 } 90 layer { 91 name: "relu1_1" 92 type: "ReLU" 93 bottom: "conv1_1" 94 top: "conv1_1" 95 } 96 layer { 97 name: "conv1_2" 98 type: "Convolution" 99 bottom: "conv1_1" 100 top: "conv1_2" 101 param { 102 lr_mult: 1 103 decay_mult: 1 104 } 105 param { 106 lr_mult: 2 107 decay_mult: 0 108 } 109 convolution_param { 110 num_output: 64 111 pad: 1 112 kernel_size: 3 113 stride: 1 114 } 115 } 116 layer { 117 name: "relu1_2" 118 type: "ReLU" 119 bottom: "conv1_2" 120 top: "conv1_2" 121 } 122 layer { 123 name: "pool1" 124 type: "Pooling" 125 bottom: "conv1_2" 126 top: "pool1" 127 pooling_param { 128 pool: MAX 129 kernel_size: 2 130 stride: 2 131 } 132 } 133 layer { 134 name: "conv2_1" 135 type: "Convolution" 136 bottom: "pool1" 137 top: "conv2_1" 138 param { 139 lr_mult: 1 140 decay_mult: 1 141 } 142 param { 143 lr_mult: 2 144 decay_mult: 0 145 } 146 convolution_param { 147 num_output: 128 148 pad: 1 149 kernel_size: 3 150 stride: 1 151 } 152 } 153 layer { 154 name: "relu2_1" 155 type: "ReLU" 156 bottom: "conv2_1" 157 top: "conv2_1" 158 } 159 layer { 160 name: "conv2_2" 161 type: "Convolution" 162 bottom: "conv2_1" 163 top: "conv2_2" 164 param { 165 lr_mult: 1 166 decay_mult: 1 167 } 168 param { 169 lr_mult: 2 170 decay_mult: 0 171 } 172 convolution_param { 173 num_output: 128 174 pad: 1 175 kernel_size: 3 176 stride: 1 177 } 178 } 179 layer { 180 name: "relu2_2" 181 type: "ReLU" 182 bottom: "conv2_2" 183 top: "conv2_2" 184 } 185 layer { 186 name: "pool2" 187 type: "Pooling" 188 bottom: "conv2_2" 189 top: "pool2" 190 pooling_param { 191 pool: MAX 192 kernel_size: 2 193 stride: 2 194 } 195 } 196 layer { 197 name: "conv3_1" 198 type: "Convolution" 199 bottom: "pool2" 200 top: "conv3_1" 201 param { 202 lr_mult: 1 203 decay_mult: 1 204 } 205 param { 206 lr_mult: 2 207 decay_mult: 0 208 } 209 convolution_param { 210 num_output: 256 211 pad: 1 212 kernel_size: 3 213 stride: 1 214 } 215 } 216 layer { 217 name: "relu3_1" 218 type: "ReLU" 219 bottom: "conv3_1" 220 top: "conv3_1" 221 } 222 layer { 223 name: "conv3_2" 224 type: "Convolution" 225 bottom: "conv3_1" 226 top: "conv3_2" 227 param { 228 lr_mult: 1 229 decay_mult: 1 230 } 231 param { 232 lr_mult: 2 233 decay_mult: 0 234 } 235 convolution_param { 236 num_output: 256 237 pad: 1 238 kernel_size: 3 239 stride: 1 240 } 241 } 242 layer { 243 name: "relu3_2" 244 type: "ReLU" 245 bottom: "conv3_2" 246 top: "conv3_2" 247 } 248 layer { 249 name: "conv3_3" 250 type: "Convolution" 251 bottom: "conv3_2" 252 top: "conv3_3" 253 param { 254 lr_mult: 1 255 decay_mult: 1 256 } 257 param { 258 lr_mult: 2 259 decay_mult: 0 260 } 261 convolution_param { 262 num_output: 256 263 pad: 1 264 kernel_size: 3 265 stride: 1 266 } 267 } 268 layer { 269 name: "relu3_3" 270 type: "ReLU" 271 bottom: "conv3_3" 272 top: "conv3_3" 273 } 274 layer { 275 name: "pool3" 276 type: "Pooling" 277 bottom: "conv3_3" 278 top: "pool3" 279 pooling_param { 280 pool: MAX 281 kernel_size: 2 282 stride: 2 283 } 284 } 285 layer { 286 name: "conv4_1" 287 type: "Convolution" 288 bottom: "pool3" 289 top: "conv4_1" 290 param { 291 lr_mult: 1 292 decay_mult: 1 293 } 294 param { 295 lr_mult: 2 296 decay_mult: 0 297 } 298 convolution_param { 299 num_output: 512 300 pad: 1 301 kernel_size: 3 302 stride: 1 303 } 304 } 305 layer { 306 name: "relu4_1" 307 type: "ReLU" 308 bottom: "conv4_1" 309 top: "conv4_1" 310 } 311 layer { 312 name: "conv4_2" 313 type: "Convolution" 314 bottom: "conv4_1" 315 top: "conv4_2" 316 param { 317 lr_mult: 1 318 decay_mult: 1 319 } 320 param { 321 lr_mult: 2 322 decay_mult: 0 323 } 324 convolution_param { 325 num_output: 512 326 pad: 1 327 kernel_size: 3 328 stride: 1 329 } 330 } 331 layer { 332 name: "relu4_2" 333 type: "ReLU" 334 bottom: "conv4_2" 335 top: "conv4_2" 336 } 337 layer { 338 name: "conv4_3" 339 type: "Convolution" 340 bottom: "conv4_2" 341 top: "conv4_3" 342 param { 343 lr_mult: 1 344 decay_mult: 1 345 } 346 param { 347 lr_mult: 2 348 decay_mult: 0 349 } 350 convolution_param { 351 num_output: 512 352 pad: 1 353 kernel_size: 3 354 stride: 1 355 } 356 } 357 layer { 358 name: "relu4_3" 359 type: "ReLU" 360 bottom: "conv4_3" 361 top: "conv4_3" 362 } 363 layer { 364 name: "pool4" 365 type: "Pooling" 366 bottom: "conv4_3" 367 top: "pool4" 368 pooling_param { 369 pool: MAX 370 kernel_size: 2 371 stride: 2 372 } 373 } 374 layer { 375 name: "conv5_1" 376 type: "Convolution" 377 bottom: "pool4" 378 top: "conv5_1" 379 param { 380 lr_mult: 1 381 decay_mult: 1 382 } 383 param { 384 lr_mult: 2 385 decay_mult: 0 386 } 387 convolution_param { 388 num_output: 512 389 pad: 1 390 kernel_size: 3 391 stride: 1 392 } 393 } 394 layer { 395 name: "relu5_1" 396 type: "ReLU" 397 bottom: "conv5_1" 398 top: "conv5_1" 399 } 400 layer { 401 name: "conv5_2" 402 type: "Convolution" 403 bottom: "conv5_1" 404 top: "conv5_2" 405 param { 406 lr_mult: 1 407 decay_mult: 1 408 } 409 param { 410 lr_mult: 2 411 decay_mult: 0 412 } 413 convolution_param { 414 num_output: 512 415 pad: 1 416 kernel_size: 3 417 stride: 1 418 } 419 } 420 layer { 421 name: "relu5_2" 422 type: "ReLU" 423 bottom: "conv5_2" 424 top: "conv5_2" 425 } 426 layer { 427 name: "conv5_3" 428 type: "Convolution" 429 bottom: "conv5_2" 430 top: "conv5_3" 431 param { 432 lr_mult: 1 433 decay_mult: 1 434 } 435 param { 436 lr_mult: 2 437 decay_mult: 0 438 } 439 convolution_param { 440 num_output: 512 441 pad: 1 442 kernel_size: 3 443 stride: 1 444 } 445 } 446 layer { 447 name: "relu5_3" 448 type: "ReLU" 449 bottom: "conv5_3" 450 top: "conv5_3" 451 } 452 layer { 453 name: "pool5" 454 type: "Pooling" 455 bottom: "conv5_3" 456 top: "pool5" 457 pooling_param { 458 pool: MAX 459 kernel_size: 2 460 stride: 2 461 } 462 } 463 layer { 464 name: "fc6" 465 type: "Convolution" 466 bottom: "pool5" 467 top: "fc6" 468 param { 469 lr_mult: 1 470 decay_mult: 1 471 } 472 param { 473 lr_mult: 2 474 decay_mult: 0 475 } 476 convolution_param { 477 num_output: 4096 478 pad: 0 479 kernel_size: 7 480 stride: 1 481 } 482 } 483 layer { 484 name: "relu6" 485 type: "ReLU" 486 bottom: "fc6" 487 top: "fc6" 488 } 489 layer { 490 name: "drop6" 491 type: "Dropout" 492 bottom: "fc6" 493 top: "fc6" 494 dropout_param { 495 dropout_ratio: 0.5 496 } 497 } 498 layer { 499 name: "fc7" 500 type: "Convolution" 501 bottom: "fc6" 502 top: "fc7" 503 param { 504 lr_mult: 1 505 decay_mult: 1 506 } 507 param { 508 lr_mult: 2 509 decay_mult: 0 510 } 511 convolution_param { 512 num_output: 4096 513 pad: 0 514 kernel_size: 1 515 stride: 1 516 } 517 } 518 layer { 519 name: "relu7" 520 type: "ReLU" 521 bottom: "fc7" 522 top: "fc7" 523 } 524 layer { 525 name: "drop7" 526 type: "Dropout" 527 bottom: "fc7" 528 top: "fc7" 529 dropout_param { 530 dropout_ratio: 0.5 531 } 532 } 533 layer { 534 name: "score_fr" 535 type: "Convolution" 536 bottom: "fc7" 537 top: "score_fr" 538 param { 539 lr_mult: 1 540 decay_mult: 1 541 } 542 param { 543 lr_mult: 2 544 decay_mult: 0 545 } 546 convolution_param { 547 num_output: 21 548 pad: 0 549 kernel_size: 1 550 } 551 } 552 layer { 553 name: "upscore2" 554 type: "Deconvolution" 555 bottom: "score_fr" 556 top: "upscore2" 557 param { 558 lr_mult: 0 559 } 560 convolution_param { 561 num_output: 21 562 bias_term: false 563 kernel_size: 4 564 stride: 2 565 } 566 } 567 layer { 568 name: "score_pool4" 569 type: "Convolution" 570 bottom: "pool4" 571 top: "score_pool4" 572 param { 573 lr_mult: 1 574 decay_mult: 1 575 } 576 param { 577 lr_mult: 2 578 decay_mult: 0 579 } 580 convolution_param { 581 num_output: 21 582 pad: 0 583 kernel_size: 1 584 } 585 } 586 layer { 587 name: "score_pool4c" 588 type: "Crop" 589 bottom: "score_pool4" 590 bottom: "upscore2" 591 top: "score_pool4c" 592 crop_param { 593 axis: 2 594 offset: 5 595 } 596 } 597 layer { 598 name: "fuse_pool4" 599 type: "Eltwise" 600 bottom: "upscore2" 601 bottom: "score_pool4c" 602 top: "fuse_pool4" 603 eltwise_param { 604 operation: SUM 605 } 606 } 607 layer { 608 name: "upscore_pool4" 609 type: "Deconvolution" 610 bottom: "fuse_pool4" 611 top: "upscore_pool4" 612 param { 613 lr_mult: 0 614 } 615 convolution_param { 616 num_output: 21 617 bias_term: false 618 kernel_size: 4 619 stride: 2 620 } 621 } 622 layer { 623 name: "score_pool3" 624 type: "Convolution" 625 bottom: "pool3" 626 top: "score_pool3" 627 param { 628 lr_mult: 1 629 decay_mult: 1 630 } 631 param { 632 lr_mult: 2 633 decay_mult: 0 634 } 635 convolution_param { 636 num_output: 21 637 pad: 0 638 kernel_size: 1 639 } 640 } 641 layer { 642 name: "score_pool3c" 643 type: "Crop" 644 bottom: "score_pool3" 645 bottom: "upscore_pool4" 646 top: "score_pool3c" 647 crop_param { 648 axis: 2 649 offset: 9 650 } 651 } 652 layer { 653 name: "fuse_pool3" 654 type: "Eltwise" 655 bottom: "upscore_pool4" 656 bottom: "score_pool3c" 657 top: "fuse_pool3" 658 eltwise_param { 659 operation: SUM 660 } 661 } 662 layer { 663 name: "upscore8" 664 type: "Deconvolution" 665 bottom: "fuse_pool3" 666 top: "upscore8" 667 param { 668 lr_mult: 0 669 } 670 convolution_param { 671 num_output: 21 672 bias_term: false 673 kernel_size: 16 674 stride: 8 675 } 676 } 677 layer { 678 name: "score" 679 type: "Crop" 680 bottom: "upscore8" 681 bottom: "data" 682 top: "score" 683 crop_param { 684 axis: 2 685 offset: 31 686 } 687 } 688 layer { 689 name: "loss" 690 type: "SoftmaxWithLoss" 691 bottom: "score" 692 bottom: "label" 693 top: "loss" 694 loss_param { 695 ignore_label: 255 696 normalize: false 697 } 698 } 699 I1213 12:14:07.787643 1380 layer_factory.hpp:77] Creating layer data 700 I1213 12:14:07.788645 1380 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead. 701 I1213 12:14:07.789145 1380 net.cpp:100] Creating Layer data 702 I1213 12:14:07.789645 1380 net.cpp:418] data -> data 703 I1213 12:14:07.790145 12764 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead. 704 I1213 12:14:07.790145 1380 data_transformer.cpp:25] Loading mean file from: G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_train_mean.binaryproto 705 I1213 12:14:07.791647 12764 db_lmdb.cpp:40] Opened lmdb G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_train 706 I1213 12:14:07.841182 1380 data_layer.cpp:41] output data size: 1,3,224,224 707 I1213 12:14:07.846186 1380 net.cpp:150] Setting up data 708 I1213 12:14:07.846688 1380 net.cpp:157] Top shape: 1 3 224 224 (150528) 709 I1213 12:14:07.849189 11676 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead. 710 I1213 12:14:07.849689 1380 net.cpp:165] Memory required for data: 602112 711 I1213 12:14:07.852190 1380 layer_factory.hpp:77] Creating layer data_data_0_split 712 I1213 12:14:07.853691 1380 net.cpp:100] Creating Layer data_data_0_split 713 I1213 12:14:07.855195 1380 net.cpp:444] data_data_0_split <- data 714 I1213 12:14:07.856194 1380 net.cpp:418] data_data_0_split -> data_data_0_split_0 715 I1213 12:14:07.857697 1380 net.cpp:418] data_data_0_split -> data_data_0_split_1 716 I1213 12:14:07.858695 1380 net.cpp:150] Setting up data_data_0_split 717 I1213 12:14:07.859695 1380 net.cpp:157] Top shape: 1 3 224 224 (150528) 718 I1213 12:14:07.862702 1380 net.cpp:157] Top shape: 1 3 224 224 (150528) 719 I1213 12:14:07.864199 1380 net.cpp:165] Memory required for data: 1806336 720 I1213 12:14:07.865211 1380 layer_factory.hpp:77] Creating layer label 721 I1213 12:14:07.866701 1380 net.cpp:100] Creating Layer label 722 I1213 12:14:07.867712 1380 net.cpp:418] label -> label 723 I1213 12:14:07.869706 2072 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead. 724 I1213 12:14:07.870203 1380 data_transformer.cpp:25] Loading mean file from: G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_train_mean.binaryproto 725 I1213 12:14:07.873206 2072 db_lmdb.cpp:40] Opened lmdb G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_train 726 I1213 12:14:07.875710 1380 data_layer.cpp:41] output data size: 1,1,224,224 727 I1213 12:14:07.877709 1380 net.cpp:150] Setting up label 728 I1213 12:14:07.879212 1380 net.cpp:157] Top shape: 1 1 224 224 (50176) 729 I1213 12:14:07.881211 7064 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead. 730 I1213 12:14:07.882211 1380 net.cpp:165] Memory required for data: 2007040 731 I1213 12:14:07.883713 1380 layer_factory.hpp:77] Creating layer conv1_1 732 I1213 12:14:07.884716 1380 net.cpp:100] Creating Layer conv1_1 733 I1213 12:14:07.885215 1380 net.cpp:444] conv1_1 <- data_data_0_split_0 734 I1213 12:14:07.886214 1380 net.cpp:418] conv1_1 -> conv1_1 735 I1213 12:14:08.172420 1380 net.cpp:150] Setting up conv1_1 736 I1213 12:14:08.172919 1380 net.cpp:157] Top shape: 1 64 422 422 (11397376) 737 I1213 12:14:08.173419 1380 net.cpp:165] Memory required for data: 47596544 738 I1213 12:14:08.173919 1380 layer_factory.hpp:77] Creating layer relu1_1 739 I1213 12:14:08.173919 1380 net.cpp:100] Creating Layer relu1_1 740 I1213 12:14:08.173919 1380 net.cpp:444] relu1_1 <- conv1_1 741 I1213 12:14:08.174420 1380 net.cpp:405] relu1_1 -> conv1_1 (in-place) 742 I1213 12:14:08.174921 1380 net.cpp:150] Setting up relu1_1 743 I1213 12:14:08.175420 1380 net.cpp:157] Top shape: 1 64 422 422 (11397376) 744 I1213 12:14:08.175921 1380 net.cpp:165] Memory required for data: 93186048 745 I1213 12:14:08.175921 1380 layer_factory.hpp:77] Creating layer conv1_2 746 I1213 12:14:08.176421 1380 net.cpp:100] Creating Layer conv1_2 747 I1213 12:14:08.176421 1380 net.cpp:444] conv1_2 <- conv1_1 748 I1213 12:14:08.176421 1380 net.cpp:418] conv1_2 -> conv1_2 749 I1213 12:14:08.178923 1380 net.cpp:150] Setting up conv1_2 750 I1213 12:14:08.179424 1380 net.cpp:157] Top shape: 1 64 422 422 (11397376) 751 I1213 12:14:08.179424 1380 net.cpp:165] Memory required for data: 138775552 752 I1213 12:14:08.179424 1380 layer_factory.hpp:77] Creating layer relu1_2 753 I1213 12:14:08.179424 1380 net.cpp:100] Creating Layer relu1_2 754 I1213 12:14:08.180424 1380 net.cpp:444] relu1_2 <- conv1_2 755 I1213 12:14:08.180424 1380 net.cpp:405] relu1_2 -> conv1_2 (in-place) 756 I1213 12:14:08.180924 1380 net.cpp:150] Setting up relu1_2 757 I1213 12:14:08.181426 1380 net.cpp:157] Top shape: 1 64 422 422 (11397376) 758 I1213 12:14:08.181426 1380 net.cpp:165] Memory required for data: 184365056 759 I1213 12:14:08.181426 1380 layer_factory.hpp:77] Creating layer pool1 760 I1213 12:14:08.181426 1380 net.cpp:100] Creating Layer pool1 761 I1213 12:14:08.182425 1380 net.cpp:444] pool1 <- conv1_2 762 I1213 12:14:08.182425 1380 net.cpp:418] pool1 -> pool1 763 I1213 12:14:08.182425 1380 net.cpp:150] Setting up pool1 764 I1213 12:14:08.183426 1380 net.cpp:157] Top shape: 1 64 211 211 (2849344) 765 I1213 12:14:08.183426 1380 net.cpp:165] Memory required for data: 195762432 766 I1213 12:14:08.183426 1380 layer_factory.hpp:77] Creating layer conv2_1 767 I1213 12:14:08.183926 1380 net.cpp:100] Creating Layer conv2_1 768 I1213 12:14:08.183926 1380 net.cpp:444] conv2_1 <- pool1 769 I1213 12:14:08.183926 1380 net.cpp:418] conv2_1 -> conv2_1 770 I1213 12:14:08.189931 1380 net.cpp:150] Setting up conv2_1 771 I1213 12:14:08.189931 1380 net.cpp:157] Top shape: 1 128 211 211 (5698688) 772 I1213 12:14:08.190433 1380 net.cpp:165] Memory required for data: 218557184 773 I1213 12:14:08.190932 1380 layer_factory.hpp:77] Creating layer relu2_1 774 I1213 12:14:08.191432 1380 net.cpp:100] Creating Layer relu2_1 775 I1213 12:14:08.191432 1380 net.cpp:444] relu2_1 <- conv2_1 776 I1213 12:14:08.191432 1380 net.cpp:405] relu2_1 -> conv2_1 (in-place) 777 I1213 12:14:08.192433 1380 net.cpp:150] Setting up relu2_1 778 I1213 12:14:08.192934 1380 net.cpp:157] Top shape: 1 128 211 211 (5698688) 779 I1213 12:14:08.192934 1380 net.cpp:165] Memory required for data: 241351936 780 I1213 12:14:08.193434 1380 layer_factory.hpp:77] Creating layer conv2_2 781 I1213 12:14:08.193434 1380 net.cpp:100] Creating Layer conv2_2 782 I1213 12:14:08.194434 1380 net.cpp:444] conv2_2 <- conv2_1 783 I1213 12:14:08.194434 1380 net.cpp:418] conv2_2 -> conv2_2 784 I1213 12:14:08.197937 1380 net.cpp:150] Setting up conv2_2 785 I1213 12:14:08.197937 1380 net.cpp:157] Top shape: 1 128 211 211 (5698688) 786 I1213 12:14:08.198437 1380 net.cpp:165] Memory required for data: 264146688 787 I1213 12:14:08.198437 1380 layer_factory.hpp:77] Creating layer relu2_2 788 I1213 12:14:08.198437 1380 net.cpp:100] Creating Layer relu2_2 789 I1213 12:14:08.199439 1380 net.cpp:444] relu2_2 <- conv2_2 790 I1213 12:14:08.199439 1380 net.cpp:405] relu2_2 -> conv2_2 (in-place) 791 I1213 12:14:08.199939 1380 net.cpp:150] Setting up relu2_2 792 I1213 12:14:08.200939 1380 net.cpp:157] Top shape: 1 128 211 211 (5698688) 793 I1213 12:14:08.200939 1380 net.cpp:165] Memory required for data: 286941440 794 I1213 12:14:08.200939 1380 layer_factory.hpp:77] Creating layer pool2 795 I1213 12:14:08.200939 1380 net.cpp:100] Creating Layer pool2 796 I1213 12:14:08.202940 1380 net.cpp:444] pool2 <- conv2_2 797 I1213 12:14:08.203441 1380 net.cpp:418] pool2 -> pool2 798 I1213 12:14:08.203441 1380 net.cpp:150] Setting up pool2 799 I1213 12:14:08.203441 1380 net.cpp:157] Top shape: 1 128 106 106 (1438208) 800 I1213 12:14:08.203441 1380 net.cpp:165] Memory required for data: 292694272 801 I1213 12:14:08.203941 1380 layer_factory.hpp:77] Creating layer conv3_1 802 I1213 12:14:08.203941 1380 net.cpp:100] Creating Layer conv3_1 803 I1213 12:14:08.203941 1380 net.cpp:444] conv3_1 <- pool2 804 I1213 12:14:08.207443 1380 net.cpp:418] conv3_1 -> conv3_1 805 I1213 12:14:08.214949 1380 net.cpp:150] Setting up conv3_1 806 I1213 12:14:08.214949 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 807 I1213 12:14:08.215450 1380 net.cpp:165] Memory required for data: 304199936 808 I1213 12:14:08.215450 1380 layer_factory.hpp:77] Creating layer relu3_1 809 I1213 12:14:08.215450 1380 net.cpp:100] Creating Layer relu3_1 810 I1213 12:14:08.216450 1380 net.cpp:444] relu3_1 <- conv3_1 811 I1213 12:14:08.216450 1380 net.cpp:405] relu3_1 -> conv3_1 (in-place) 812 I1213 12:14:08.217952 1380 net.cpp:150] Setting up relu3_1 813 I1213 12:14:08.219452 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 814 I1213 12:14:08.219452 1380 net.cpp:165] Memory required for data: 315705600 815 I1213 12:14:08.219452 1380 layer_factory.hpp:77] Creating layer conv3_2 816 I1213 12:14:08.220453 1380 net.cpp:100] Creating Layer conv3_2 817 I1213 12:14:08.222455 1380 net.cpp:444] conv3_2 <- conv3_1 818 I1213 12:14:08.222455 1380 net.cpp:418] conv3_2 -> conv3_2 819 I1213 12:14:08.227458 1380 net.cpp:150] Setting up conv3_2 820 I1213 12:14:08.227458 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 821 I1213 12:14:08.228458 1380 net.cpp:165] Memory required for data: 327211264 822 I1213 12:14:08.228458 1380 layer_factory.hpp:77] Creating layer relu3_2 823 I1213 12:14:08.228458 1380 net.cpp:100] Creating Layer relu3_2 824 I1213 12:14:08.228958 1380 net.cpp:444] relu3_2 <- conv3_2 825 I1213 12:14:08.229960 1380 net.cpp:405] relu3_2 -> conv3_2 (in-place) 826 I1213 12:14:08.230460 1380 net.cpp:150] Setting up relu3_2 827 I1213 12:14:08.230959 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 828 I1213 12:14:08.230959 1380 net.cpp:165] Memory required for data: 338716928 829 I1213 12:14:08.231461 1380 layer_factory.hpp:77] Creating layer conv3_3 830 I1213 12:14:08.231961 1380 net.cpp:100] Creating Layer conv3_3 831 I1213 12:14:08.231961 1380 net.cpp:444] conv3_3 <- conv3_2 832 I1213 12:14:08.231961 1380 net.cpp:418] conv3_3 -> conv3_3 833 I1213 12:14:08.240967 1380 net.cpp:150] Setting up conv3_3 834 I1213 12:14:08.240967 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 835 I1213 12:14:08.241467 1380 net.cpp:165] Memory required for data: 350222592 836 I1213 12:14:08.241467 1380 layer_factory.hpp:77] Creating layer relu3_3 837 I1213 12:14:08.242468 1380 net.cpp:100] Creating Layer relu3_3 838 I1213 12:14:08.242468 1380 net.cpp:444] relu3_3 <- conv3_3 839 I1213 12:14:08.242468 1380 net.cpp:405] relu3_3 -> conv3_3 (in-place) 840 I1213 12:14:08.243969 1380 net.cpp:150] Setting up relu3_3 841 I1213 12:14:08.244971 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 842 I1213 12:14:08.244971 1380 net.cpp:165] Memory required for data: 361728256 843 I1213 12:14:08.244971 1380 layer_factory.hpp:77] Creating layer pool3 844 I1213 12:14:08.245970 1380 net.cpp:100] Creating Layer pool3 845 I1213 12:14:08.245970 1380 net.cpp:444] pool3 <- conv3_3 846 I1213 12:14:08.245970 1380 net.cpp:418] pool3 -> pool3 847 I1213 12:14:08.245970 1380 net.cpp:150] Setting up pool3 848 I1213 12:14:08.246471 1380 net.cpp:157] Top shape: 1 256 53 53 (719104) 849 I1213 12:14:08.246471 1380 net.cpp:165] Memory required for data: 364604672 850 I1213 12:14:08.246471 1380 layer_factory.hpp:77] Creating layer pool3_pool3_0_split 851 I1213 12:14:08.246471 1380 net.cpp:100] Creating Layer pool3_pool3_0_split 852 I1213 12:14:08.246971 1380 net.cpp:444] pool3_pool3_0_split <- pool3 853 I1213 12:14:08.247473 1380 net.cpp:418] pool3_pool3_0_split -> pool3_pool3_0_split_0 854 I1213 12:14:08.247473 1380 net.cpp:418] pool3_pool3_0_split -> pool3_pool3_0_split_1 855 I1213 12:14:08.247473 1380 net.cpp:150] Setting up pool3_pool3_0_split 856 I1213 12:14:08.247473 1380 net.cpp:157] Top shape: 1 256 53 53 (719104) 857 I1213 12:14:08.247473 1380 net.cpp:157] Top shape: 1 256 53 53 (719104) 858 I1213 12:14:08.247473 1380 net.cpp:165] Memory required for data: 370357504 859 I1213 12:14:08.249974 1380 layer_factory.hpp:77] Creating layer conv4_1 860 I1213 12:14:08.249974 1380 net.cpp:100] Creating Layer conv4_1 861 I1213 12:14:08.249974 1380 net.cpp:444] conv4_1 <- pool3_pool3_0_split_0 862 I1213 12:14:08.249974 1380 net.cpp:418] conv4_1 -> conv4_1 863 I1213 12:14:08.260982 1380 net.cpp:150] Setting up conv4_1 864 I1213 12:14:08.261482 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 865 I1213 12:14:08.262984 1380 net.cpp:165] Memory required for data: 376110336 866 I1213 12:14:08.262984 1380 layer_factory.hpp:77] Creating layer relu4_1 867 I1213 12:14:08.266486 1380 net.cpp:100] Creating Layer relu4_1 868 I1213 12:14:08.266985 1380 net.cpp:444] relu4_1 <- conv4_1 869 I1213 12:14:08.266985 1380 net.cpp:405] relu4_1 -> conv4_1 (in-place) 870 I1213 12:14:08.269989 1380 net.cpp:150] Setting up relu4_1 871 I1213 12:14:08.269989 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 872 I1213 12:14:08.270488 1380 net.cpp:165] Memory required for data: 381863168 873 I1213 12:14:08.270488 1380 layer_factory.hpp:77] Creating layer conv4_2 874 I1213 12:14:08.270488 1380 net.cpp:100] Creating Layer conv4_2 875 I1213 12:14:08.272990 1380 net.cpp:444] conv4_2 <- conv4_1 876 I1213 12:14:08.275492 1380 net.cpp:418] conv4_2 -> conv4_2 877 I1213 12:14:08.287000 1380 net.cpp:150] Setting up conv4_2 878 I1213 12:14:08.287000 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 879 I1213 12:14:08.287500 1380 net.cpp:165] Memory required for data: 387616000 880 I1213 12:14:08.287500 1380 layer_factory.hpp:77] Creating layer relu4_2 881 I1213 12:14:08.287500 1380 net.cpp:100] Creating Layer relu4_2 882 I1213 12:14:08.288501 1380 net.cpp:444] relu4_2 <- conv4_2 883 I1213 12:14:08.288501 1380 net.cpp:405] relu4_2 -> conv4_2 (in-place) 884 I1213 12:14:08.289504 1380 net.cpp:150] Setting up relu4_2 885 I1213 12:14:08.290503 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 886 I1213 12:14:08.290503 1380 net.cpp:165] Memory required for data: 393368832 887 I1213 12:14:08.290503 1380 layer_factory.hpp:77] Creating layer conv4_3 888 I1213 12:14:08.290503 1380 net.cpp:100] Creating Layer conv4_3 889 I1213 12:14:08.291503 1380 net.cpp:444] conv4_3 <- conv4_2 890 I1213 12:14:08.291503 1380 net.cpp:418] conv4_3 -> conv4_3 891 I1213 12:14:08.301012 1380 net.cpp:150] Setting up conv4_3 892 I1213 12:14:08.301512 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 893 I1213 12:14:08.303011 1380 net.cpp:165] Memory required for data: 399121664 894 I1213 12:14:08.303011 1380 layer_factory.hpp:77] Creating layer relu4_3 895 I1213 12:14:08.306015 1380 net.cpp:100] Creating Layer relu4_3 896 I1213 12:14:08.307015 1380 net.cpp:444] relu4_3 <- conv4_3 897 I1213 12:14:08.307515 1380 net.cpp:405] relu4_3 -> conv4_3 (in-place) 898 I1213 12:14:08.309517 1380 net.cpp:150] Setting up relu4_3 899 I1213 12:14:08.312518 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 900 I1213 12:14:08.312518 1380 net.cpp:165] Memory required for data: 404874496 901 I1213 12:14:08.313519 1380 layer_factory.hpp:77] Creating layer pool4 902 I1213 12:14:08.313519 1380 net.cpp:100] Creating Layer pool4 903 I1213 12:14:08.313519 1380 net.cpp:444] pool4 <- conv4_3 904 I1213 12:14:08.313519 1380 net.cpp:418] pool4 -> pool4 905 I1213 12:14:08.314019 1380 net.cpp:150] Setting up pool4 906 I1213 12:14:08.314019 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 907 I1213 12:14:08.314019 1380 net.cpp:165] Memory required for data: 406367488 908 I1213 12:14:08.314019 1380 layer_factory.hpp:77] Creating layer pool4_pool4_0_split 909 I1213 12:14:08.314019 1380 net.cpp:100] Creating Layer pool4_pool4_0_split 910 I1213 12:14:08.315521 1380 net.cpp:444] pool4_pool4_0_split <- pool4 911 I1213 12:14:08.315521 1380 net.cpp:418] pool4_pool4_0_split -> pool4_pool4_0_split_0 912 I1213 12:14:08.315521 1380 net.cpp:418] pool4_pool4_0_split -> pool4_pool4_0_split_1 913 I1213 12:14:08.316522 1380 net.cpp:150] Setting up pool4_pool4_0_split 914 I1213 12:14:08.316522 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 915 I1213 12:14:08.317023 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 916 I1213 12:14:08.317023 1380 net.cpp:165] Memory required for data: 409353472 917 I1213 12:14:08.317023 1380 layer_factory.hpp:77] Creating layer conv5_1 918 I1213 12:14:08.317523 1380 net.cpp:100] Creating Layer conv5_1 919 I1213 12:14:08.318022 1380 net.cpp:444] conv5_1 <- pool4_pool4_0_split_0 920 I1213 12:14:08.318522 1380 net.cpp:418] conv5_1 -> conv5_1 921 I1213 12:14:08.326529 1380 net.cpp:150] Setting up conv5_1 922 I1213 12:14:08.327530 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 923 I1213 12:14:08.327530 1380 net.cpp:165] Memory required for data: 410846464 924 I1213 12:14:08.327530 1380 layer_factory.hpp:77] Creating layer relu5_1 925 I1213 12:14:08.327530 1380 net.cpp:100] Creating Layer relu5_1 926 I1213 12:14:08.327530 1380 net.cpp:444] relu5_1 <- conv5_1 927 I1213 12:14:08.328531 1380 net.cpp:405] relu5_1 -> conv5_1 (in-place) 928 I1213 12:14:08.329530 1380 net.cpp:150] Setting up relu5_1 929 I1213 12:14:08.330030 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 930 I1213 12:14:08.330030 1380 net.cpp:165] Memory required for data: 412339456 931 I1213 12:14:08.330030 1380 layer_factory.hpp:77] Creating layer conv5_2 932 I1213 12:14:08.330030 1380 net.cpp:100] Creating Layer conv5_2 933 I1213 12:14:08.331032 1380 net.cpp:444] conv5_2 <- conv5_1 934 I1213 12:14:08.331032 1380 net.cpp:418] conv5_2 -> conv5_2 935 I1213 12:14:08.339037 1380 net.cpp:150] Setting up conv5_2 936 I1213 12:14:08.339539 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 937 I1213 12:14:08.339539 1380 net.cpp:165] Memory required for data: 413832448 938 I1213 12:14:08.339539 1380 layer_factory.hpp:77] Creating layer relu5_2 939 I1213 12:14:08.340538 1380 net.cpp:100] Creating Layer relu5_2 940 I1213 12:14:08.340538 1380 net.cpp:444] relu5_2 <- conv5_2 941 I1213 12:14:08.340538 1380 net.cpp:405] relu5_2 -> conv5_2 (in-place) 942 I1213 12:14:08.341539 1380 net.cpp:150] Setting up relu5_2 943 I1213 12:14:08.342039 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 944 I1213 12:14:08.342039 1380 net.cpp:165] Memory required for data: 415325440 945 I1213 12:14:08.342039 1380 layer_factory.hpp:77] Creating layer conv5_3 946 I1213 12:14:08.342039 1380 net.cpp:100] Creating Layer conv5_3 947 I1213 12:14:08.342039 1380 net.cpp:444] conv5_3 <- conv5_2 948 I1213 12:14:08.342540 1380 net.cpp:418] conv5_3 -> conv5_3 949 I1213 12:14:08.348544 1380 net.cpp:150] Setting up conv5_3 950 I1213 12:14:08.348544 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 951 I1213 12:14:08.349545 1380 net.cpp:165] Memory required for data: 416818432 952 I1213 12:14:08.349545 1380 layer_factory.hpp:77] Creating layer relu5_3 953 I1213 12:14:08.349545 1380 net.cpp:100] Creating Layer relu5_3 954 I1213 12:14:08.350545 1380 net.cpp:444] relu5_3 <- conv5_3 955 I1213 12:14:08.350545 1380 net.cpp:405] relu5_3 -> conv5_3 (in-place) 956 I1213 12:14:08.352046 1380 net.cpp:150] Setting up relu5_3 957 I1213 12:14:08.352547 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 958 I1213 12:14:08.352547 1380 net.cpp:165] Memory required for data: 418311424 959 I1213 12:14:08.352547 1380 layer_factory.hpp:77] Creating layer pool5 960 I1213 12:14:08.352547 1380 net.cpp:100] Creating Layer pool5 961 I1213 12:14:08.353049 1380 net.cpp:444] pool5 <- conv5_3 962 I1213 12:14:08.353049 1380 net.cpp:418] pool5 -> pool5 963 I1213 12:14:08.353049 1380 net.cpp:150] Setting up pool5 964 I1213 12:14:08.353548 1380 net.cpp:157] Top shape: 1 512 14 14 (100352) 965 I1213 12:14:08.353548 1380 net.cpp:165] Memory required for data: 418712832 966 I1213 12:14:08.354048 1380 layer_factory.hpp:77] Creating layer fc6 967 I1213 12:14:08.354048 1380 net.cpp:100] Creating Layer fc6 968 I1213 12:14:08.354048 1380 net.cpp:444] fc6 <- pool5 969 I1213 12:14:08.354048 1380 net.cpp:418] fc6 -> fc6 970 I1213 12:14:08.565698 1380 net.cpp:150] Setting up fc6 971 I1213 12:14:08.566198 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 972 I1213 12:14:08.566699 1380 net.cpp:165] Memory required for data: 419761408 973 I1213 12:14:08.567199 1380 layer_factory.hpp:77] Creating layer relu6 974 I1213 12:14:08.567700 1380 net.cpp:100] Creating Layer relu6 975 I1213 12:14:08.567700 1380 net.cpp:444] relu6 <- fc6 976 I1213 12:14:08.568200 1380 net.cpp:405] relu6 -> fc6 (in-place) 977 I1213 12:14:08.568701 1380 net.cpp:150] Setting up relu6 978 I1213 12:14:08.569201 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 979 I1213 12:14:08.569701 1380 net.cpp:165] Memory required for data: 420809984 980 I1213 12:14:08.569701 1380 layer_factory.hpp:77] Creating layer drop6 981 I1213 12:14:08.569701 1380 net.cpp:100] Creating Layer drop6 982 I1213 12:14:08.570201 1380 net.cpp:444] drop6 <- fc6 983 I1213 12:14:08.570703 1380 net.cpp:405] drop6 -> fc6 (in-place) 984 I1213 12:14:08.571703 1380 net.cpp:150] Setting up drop6 985 I1213 12:14:08.572703 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 986 I1213 12:14:08.573204 1380 net.cpp:165] Memory required for data: 421858560 987 I1213 12:14:08.573204 1380 layer_factory.hpp:77] Creating layer fc7 988 I1213 12:14:08.573204 1380 net.cpp:100] Creating Layer fc7 989 I1213 12:14:08.573704 1380 net.cpp:444] fc7 <- fc6 990 I1213 12:14:08.574204 1380 net.cpp:418] fc7 -> fc7 991 I1213 12:14:08.610230 1380 net.cpp:150] Setting up fc7 992 I1213 12:14:08.610730 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 993 I1213 12:14:08.611232 1380 net.cpp:165] Memory required for data: 422907136 994 I1213 12:14:08.611732 1380 layer_factory.hpp:77] Creating layer relu7 995 I1213 12:14:08.612232 1380 net.cpp:100] Creating Layer relu7 996 I1213 12:14:08.612232 1380 net.cpp:444] relu7 <- fc7 997 I1213 12:14:08.612232 1380 net.cpp:405] relu7 -> fc7 (in-place) 998 I1213 12:14:08.612732 1380 net.cpp:150] Setting up relu7 999 I1213 12:14:08.613232 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 1000 I1213 12:14:08.613232 1380 net.cpp:165] Memory required for data: 423955712 1001 I1213 12:14:08.613232 1380 layer_factory.hpp:77] Creating layer drop7 1002 I1213 12:14:08.613232 1380 net.cpp:100] Creating Layer drop7 1003 I1213 12:14:08.613732 1380 net.cpp:444] drop7 <- fc7 1004 I1213 12:14:08.614733 1380 net.cpp:405] drop7 -> fc7 (in-place) 1005 I1213 12:14:08.615234 1380 net.cpp:150] Setting up drop7 1006 I1213 12:14:08.615734 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 1007 I1213 12:14:08.616235 1380 net.cpp:165] Memory required for data: 425004288 1008 I1213 12:14:08.616235 1380 layer_factory.hpp:77] Creating layer score_fr 1009 I1213 12:14:08.616235 1380 net.cpp:100] Creating Layer score_fr 1010 I1213 12:14:08.616235 1380 net.cpp:444] score_fr <- fc7 1011 I1213 12:14:08.617235 1380 net.cpp:418] score_fr -> score_fr 1012 I1213 12:14:08.619237 1380 net.cpp:150] Setting up score_fr 1013 I1213 12:14:08.619237 1380 net.cpp:157] Top shape: 1 21 8 8 (1344) 1014 I1213 12:14:08.619237 1380 net.cpp:165] Memory required for data: 425009664 1015 I1213 12:14:08.619237 1380 layer_factory.hpp:77] Creating layer upscore2 1016 I1213 12:14:08.620237 1380 net.cpp:100] Creating Layer upscore2 1017 I1213 12:14:08.620237 1380 net.cpp:444] upscore2 <- score_fr 1018 I1213 12:14:08.620237 1380 net.cpp:418] upscore2 -> upscore2 1019 I1213 12:14:08.621739 1380 net.cpp:150] Setting up upscore2 1020 I1213 12:14:08.622740 1380 net.cpp:157] Top shape: 1 21 18 18 (6804) 1021 I1213 12:14:08.622740 1380 net.cpp:165] Memory required for data: 425036880 1022 I1213 12:14:08.622740 1380 layer_factory.hpp:77] Creating layer upscore2_upscore2_0_split 1023 I1213 12:14:08.622740 1380 net.cpp:100] Creating Layer upscore2_upscore2_0_split 1024 I1213 12:14:08.623240 1380 net.cpp:444] upscore2_upscore2_0_split <- upscore2 1025 I1213 12:14:08.623740 1380 net.cpp:418] upscore2_upscore2_0_split -> upscore2_upscore2_0_split_0 1026 I1213 12:14:08.623740 1380 net.cpp:418] upscore2_upscore2_0_split -> upscore2_upscore2_0_split_1 1027 I1213 12:14:08.623740 1380 net.cpp:150] Setting up upscore2_upscore2_0_split 1028 I1213 12:14:08.627243 1380 net.cpp:157] Top shape: 1 21 18 18 (6804) 1029 I1213 12:14:08.628244 1380 net.cpp:157] Top shape: 1 21 18 18 (6804) 1030 I1213 12:14:08.628744 1380 net.cpp:165] Memory required for data: 425091312 1031 I1213 12:14:08.628744 1380 layer_factory.hpp:77] Creating layer score_pool4 1032 I1213 12:14:08.630245 1380 net.cpp:100] Creating Layer score_pool4 1033 I1213 12:14:08.631748 1380 net.cpp:444] score_pool4 <- pool4_pool4_0_split_1 1034 I1213 12:14:08.631748 1380 net.cpp:418] score_pool4 -> score_pool4 1035 I1213 12:14:08.634748 1380 net.cpp:150] Setting up score_pool4 1036 I1213 12:14:08.634748 1380 net.cpp:157] Top shape: 1 21 27 27 (15309) 1037 I1213 12:14:08.636250 1380 net.cpp:165] Memory required for data: 425152548 1038 I1213 12:14:08.636250 1380 layer_factory.hpp:77] Creating layer score_pool4c 1039 I1213 12:14:08.636250 1380 net.cpp:100] Creating Layer score_pool4c 1040 I1213 12:14:08.636250 1380 net.cpp:444] score_pool4c <- score_pool4 1041 I1213 12:14:08.637750 1380 net.cpp:444] score_pool4c <- upscore2_upscore2_0_split_0 1042 I1213 12:14:08.637750 1380 net.cpp:418] score_pool4c -> score_pool4c 1043 I1213 12:14:08.637750 1380 net.cpp:150] Setting up score_pool4c 1044 I1213 12:14:08.638751 1380 net.cpp:157] Top shape: 1 21 18 18 (6804) 1045 I1213 12:14:08.638751 1380 net.cpp:165] Memory required for data: 425179764 1046 I1213 12:14:08.639251 1380 layer_factory.hpp:77] Creating layer fuse_pool4 1047 I1213 12:14:08.639251 1380 net.cpp:100] Creating Layer fuse_pool4 1048 I1213 12:14:08.640751 1380 net.cpp:444] fuse_pool4 <- upscore2_upscore2_0_split_1 1049 I1213 12:14:08.645756 1380 net.cpp:444] fuse_pool4 <- score_pool4c 1050 I1213 12:14:08.645756 1380 net.cpp:418] fuse_pool4 -> fuse_pool4 1051 I1213 12:14:08.646756 1380 net.cpp:150] Setting up fuse_pool4 1052 I1213 12:14:08.646756 1380 net.cpp:157] Top shape: 1 21 18 18 (6804) 1053 I1213 12:14:08.646756 1380 net.cpp:165] Memory required for data: 425206980 1054 I1213 12:14:08.646756 1380 layer_factory.hpp:77] Creating layer upscore_pool4 1055 I1213 12:14:08.647258 1380 net.cpp:100] Creating Layer upscore_pool4 1056 I1213 12:14:08.647258 1380 net.cpp:444] upscore_pool4 <- fuse_pool4 1057 I1213 12:14:08.647758 1380 net.cpp:418] upscore_pool4 -> upscore_pool4 1058 I1213 12:14:08.649258 1380 net.cpp:150] Setting up upscore_pool4 1059 I1213 12:14:08.649760 1380 net.cpp:157] Top shape: 1 21 38 38 (30324) 1060 I1213 12:14:08.650259 1380 net.cpp:165] Memory required for data: 425328276 1061 I1213 12:14:08.650259 1380 layer_factory.hpp:77] Creating layer upscore_pool4_upscore_pool4_0_split 1062 I1213 12:14:08.650259 1380 net.cpp:100] Creating Layer upscore_pool4_upscore_pool4_0_split 1063 I1213 12:14:08.651260 1380 net.cpp:444] upscore_pool4_upscore_pool4_0_split <- upscore_pool4 1064 I1213 12:14:08.651260 1380 net.cpp:418] upscore_pool4_upscore_pool4_0_split -> upscore_pool4_upscore_pool4_0_split_0 1065 I1213 12:14:08.651260 1380 net.cpp:418] upscore_pool4_upscore_pool4_0_split -> upscore_pool4_upscore_pool4_0_split_1 1066 I1213 12:14:08.652261 1380 net.cpp:150] Setting up upscore_pool4_upscore_pool4_0_split 1067 I1213 12:14:08.652261 1380 net.cpp:157] Top shape: 1 21 38 38 (30324) 1068 I1213 12:14:08.652261 1380 net.cpp:157] Top shape: 1 21 38 38 (30324) 1069 I1213 12:14:08.652261 1380 net.cpp:165] Memory required for data: 425570868 1070 I1213 12:14:08.652261 1380 layer_factory.hpp:77] Creating layer score_pool3 1071 I1213 12:14:08.653261 1380 net.cpp:100] Creating Layer score_pool3 1072 I1213 12:14:08.656764 1380 net.cpp:444] score_pool3 <- pool3_pool3_0_split_1 1073 I1213 12:14:08.656764 1380 net.cpp:418] score_pool3 -> score_pool3 1074 I1213 12:14:08.659765 1380 net.cpp:150] Setting up score_pool3 1075 I1213 12:14:08.660266 1380 net.cpp:157] Top shape: 1 21 53 53 (58989) 1076 I1213 12:14:08.666271 1380 net.cpp:165] Memory required for data: 425806824 1077 I1213 12:14:08.666271 1380 layer_factory.hpp:77] Creating layer score_pool3c 1078 I1213 12:14:08.666271 1380 net.cpp:100] Creating Layer score_pool3c 1079 I1213 12:14:08.666771 1380 net.cpp:444] score_pool3c <- score_pool3 1080 I1213 12:14:08.667271 1380 net.cpp:444] score_pool3c <- upscore_pool4_upscore_pool4_0_split_0 1081 I1213 12:14:08.667271 1380 net.cpp:418] score_pool3c -> score_pool3c 1082 I1213 12:14:08.667271 1380 net.cpp:150] Setting up score_pool3c 1083 I1213 12:14:08.667271 1380 net.cpp:157] Top shape: 1 21 38 38 (30324) 1084 I1213 12:14:08.667271 1380 net.cpp:165] Memory required for data: 425928120 1085 I1213 12:14:08.667271 1380 layer_factory.hpp:77] Creating layer fuse_pool3 1086 I1213 12:14:08.667271 1380 net.cpp:100] Creating Layer fuse_pool3 1087 I1213 12:14:08.668272 1380 net.cpp:444] fuse_pool3 <- upscore_pool4_upscore_pool4_0_split_1 1088 I1213 12:14:08.668772 1380 net.cpp:444] fuse_pool3 <- score_pool3c 1089 I1213 12:14:08.669273 1380 net.cpp:418] fuse_pool3 -> fuse_pool3 1090 I1213 12:14:08.669273 1380 net.cpp:150] Setting up fuse_pool3 1091 I1213 12:14:08.670274 1380 net.cpp:157] Top shape: 1 21 38 38 (30324) 1092 I1213 12:14:08.670274 1380 net.cpp:165] Memory required for data: 426049416 1093 I1213 12:14:08.670274 1380 layer_factory.hpp:77] Creating layer upscore8 1094 I1213 12:14:08.670274 1380 net.cpp:100] Creating Layer upscore8 1095 I1213 12:14:08.670274 1380 net.cpp:444] upscore8 <- fuse_pool3 1096 I1213 12:14:08.670274 1380 net.cpp:418] upscore8 -> upscore8 1097 I1213 12:14:08.671274 1380 net.cpp:150] Setting up upscore8 1098 I1213 12:14:08.671775 1380 net.cpp:157] Top shape: 1 21 312 312 (2044224) 1099 I1213 12:14:08.671775 1380 net.cpp:165] Memory required for data: 434226312 1100 I1213 12:14:08.671775 1380 layer_factory.hpp:77] Creating layer score 1101 I1213 12:14:08.671775 1380 net.cpp:100] Creating Layer score 1102 I1213 12:14:08.671775 1380 net.cpp:444] score <- upscore8 1103 I1213 12:14:08.672274 1380 net.cpp:444] score <- data_data_0_split_1 1104 I1213 12:14:08.673275 1380 net.cpp:418] score -> score 1105 I1213 12:14:08.673275 1380 net.cpp:150] Setting up score 1106 I1213 12:14:08.674276 1380 net.cpp:157] Top shape: 1 21 224 224 (1053696) 1107 I1213 12:14:08.674276 1380 net.cpp:165] Memory required for data: 438441096 1108 I1213 12:14:08.674276 1380 layer_factory.hpp:77] Creating layer loss 1109 I1213 12:14:08.674276 1380 net.cpp:100] Creating Layer loss 1110 I1213 12:14:08.675277 1380 net.cpp:444] loss <- score 1111 I1213 12:14:08.675277 1380 net.cpp:444] loss <- label 1112 I1213 12:14:08.675277 1380 net.cpp:418] loss -> loss 1113 I1213 12:14:08.675277 1380 layer_factory.hpp:77] Creating layer loss 1114 I1213 12:14:08.678781 1380 net.cpp:150] Setting up loss 1115 I1213 12:14:08.679280 1380 net.cpp:157] Top shape: (1) 1116 I1213 12:14:08.679780 1380 net.cpp:160] with loss weight 1 1117 I1213 12:14:08.680280 1380 net.cpp:165] Memory required for data: 438441100 1118 I1213 12:14:08.680280 1380 net.cpp:226] loss needs backward computation. 1119 I1213 12:14:08.680280 1380 net.cpp:226] score needs backward computation. 1120 I1213 12:14:08.680280 1380 net.cpp:226] upscore8 needs backward computation. 1121 I1213 12:14:08.680280 1380 net.cpp:226] fuse_pool3 needs backward computation. 1122 I1213 12:14:08.680280 1380 net.cpp:226] score_pool3c needs backward computation. 1123 I1213 12:14:08.680280 1380 net.cpp:226] score_pool3 needs backward computation. 1124 I1213 12:14:08.682281 1380 net.cpp:226] upscore_pool4_upscore_pool4_0_split needs backward computation. 1125 I1213 12:14:08.682782 1380 net.cpp:226] upscore_pool4 needs backward computation. 1126 I1213 12:14:08.682782 1380 net.cpp:226] fuse_pool4 needs backward computation. 1127 I1213 12:14:08.682782 1380 net.cpp:226] score_pool4c needs backward computation. 1128 I1213 12:14:08.683282 1380 net.cpp:226] score_pool4 needs backward computation. 1129 I1213 12:14:08.683282 1380 net.cpp:226] upscore2_upscore2_0_split needs backward computation. 1130 I1213 12:14:08.683282 1380 net.cpp:226] upscore2 needs backward computation. 1131 I1213 12:14:08.683282 1380 net.cpp:226] score_fr needs backward computation. 1132 I1213 12:14:08.683282 1380 net.cpp:226] drop7 needs backward computation. 1133 I1213 12:14:08.683784 1380 net.cpp:226] relu7 needs backward computation. 1134 I1213 12:14:08.683784 1380 net.cpp:226] fc7 needs backward computation. 1135 I1213 12:14:08.683784 1380 net.cpp:226] drop6 needs backward computation. 1136 I1213 12:14:08.683784 1380 net.cpp:226] relu6 needs backward computation. 1137 I1213 12:14:08.684284 1380 net.cpp:226] fc6 needs backward computation. 1138 I1213 12:14:08.684284 1380 net.cpp:226] pool5 needs backward computation. 1139 I1213 12:14:08.684284 1380 net.cpp:226] relu5_3 needs backward computation. 1140 I1213 12:14:08.684783 1380 net.cpp:226] conv5_3 needs backward computation. 1141 I1213 12:14:08.685284 1380 net.cpp:226] relu5_2 needs backward computation. 1142 I1213 12:14:08.685784 1380 net.cpp:226] conv5_2 needs backward computation. 1143 I1213 12:14:08.686285 1380 net.cpp:226] relu5_1 needs backward computation. 1144 I1213 12:14:08.686285 1380 net.cpp:226] conv5_1 needs backward computation. 1145 I1213 12:14:08.686285 1380 net.cpp:226] pool4_pool4_0_split needs backward computation. 1146 I1213 12:14:08.686285 1380 net.cpp:226] pool4 needs backward computation. 1147 I1213 12:14:08.687286 1380 net.cpp:226] relu4_3 needs backward computation. 1148 I1213 12:14:08.687286 1380 net.cpp:226] conv4_3 needs backward computation. 1149 I1213 12:14:08.687286 1380 net.cpp:226] relu4_2 needs backward computation. 1150 I1213 12:14:08.687286 1380 net.cpp:226] conv4_2 needs backward computation. 1151 I1213 12:14:08.687286 1380 net.cpp:226] relu4_1 needs backward computation. 1152 I1213 12:14:08.688787 1380 net.cpp:226] conv4_1 needs backward computation. 1153 I1213 12:14:08.688787 1380 net.cpp:226] pool3_pool3_0_split needs backward computation. 1154 I1213 12:14:08.688787 1380 net.cpp:226] pool3 needs backward computation. 1155 I1213 12:14:08.689286 1380 net.cpp:226] relu3_3 needs backward computation. 1156 I1213 12:14:08.690287 1380 net.cpp:226] conv3_3 needs backward computation. 1157 I1213 12:14:08.690287 1380 net.cpp:226] relu3_2 needs backward computation. 1158 I1213 12:14:08.690287 1380 net.cpp:226] conv3_2 needs backward computation. 1159 I1213 12:14:08.690287 1380 net.cpp:226] relu3_1 needs backward computation. 1160 I1213 12:14:08.691288 1380 net.cpp:226] conv3_1 needs backward computation. 1161 I1213 12:14:08.691288 1380 net.cpp:226] pool2 needs backward computation. 1162 I1213 12:14:08.691288 1380 net.cpp:226] relu2_2 needs backward computation. 1163 I1213 12:14:08.691288 1380 net.cpp:226] conv2_2 needs backward computation. 1164 I1213 12:14:08.691788 1380 net.cpp:226] relu2_1 needs backward computation. 1165 I1213 12:14:08.692291 1380 net.cpp:226] conv2_1 needs backward computation. 1166 I1213 12:14:08.692790 1380 net.cpp:226] pool1 needs backward computation. 1167 I1213 12:14:08.692790 1380 net.cpp:226] relu1_2 needs backward computation. 1168 I1213 12:14:08.692790 1380 net.cpp:226] conv1_2 needs backward computation. 1169 I1213 12:14:08.693289 1380 net.cpp:226] relu1_1 needs backward computation. 1170 I1213 12:14:08.693289 1380 net.cpp:226] conv1_1 needs backward computation. 1171 I1213 12:14:08.693289 1380 net.cpp:228] label does not need backward computation. 1172 I1213 12:14:08.693789 1380 net.cpp:228] data_data_0_split does not need backward computation. 1173 I1213 12:14:08.694290 1380 net.cpp:228] data does not need backward computation. 1174 I1213 12:14:08.694290 1380 net.cpp:270] This network produces output loss 1175 I1213 12:14:08.694290 1380 net.cpp:283] Network initialization done. 1176 I1213 12:14:08.695791 1380 solver.cpp:181] Creating test net (#0) specified by net file: train_val.prototxt 1177 I1213 12:14:08.695791 1380 net.cpp:332] The NetState phase (1) differed from the phase (0) specified by a rule in layer data 1178 I1213 12:14:08.698796 1380 net.cpp:332] The NetState phase (1) differed from the phase (0) specified by a rule in layer label 1179 I1213 12:14:08.699795 1380 net.cpp:58] Initializing net from parameters: 1180 state { 1181 phase: TEST 1182 } 1183 layer { 1184 name: "data" 1185 type: "Data" 1186 top: "data" 1187 include { 1188 phase: TEST 1189 } 1190 transform_param { 1191 scale: 0.00390625 1192 mean_file: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_val_mean.binaryproto" 1193 } 1194 data_param { 1195 source: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_val" 1196 batch_size: 1 1197 backend: LMDB 1198 } 1199 } 1200 layer { 1201 name: "label" 1202 type: "Data" 1203 top: "label" 1204 include { 1205 phase: TEST 1206 } 1207 transform_param { 1208 scale: 0.00390625 1209 mean_file: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_val_mean.binaryproto" 1210 } 1211 data_param { 1212 source: "G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_val" 1213 batch_size: 1 1214 backend: LMDB 1215 } 1216 } 1217 layer { 1218 name: "conv1_1" 1219 type: "Convolution" 1220 bottom: "data" 1221 top: "conv1_1" 1222 param { 1223 lr_mult: 1 1224 decay_mult: 1 1225 } 1226 param { 1227 lr_mult: 2 1228 decay_mult: 0 1229 } 1230 convolution_param { 1231 num_output: 64 1232 pad: 100 1233 kernel_size: 3 1234 stride: 1 1235 } 1236 } 1237 layer { 1238 name: "relu1_1" 1239 type: "ReLU" 1240 bottom: "conv1_1" 1241 top: "conv1_1" 1242 } 1243 layer { 1244 name: "conv1_2" 1245 type: "Convolution" 1246 bottom: "conv1_1" 1247 top: "conv1_2" 1248 param { 1249 lr_mult: 1 1250 decay_mult: 1 1251 } 1252 param { 1253 lr_mult: 2 1254 decay_mult: 0 1255 } 1256 convolution_param { 1257 num_output: 64 1258 pad: 1 1259 kernel_size: 3 1260 stride: 1 1261 } 1262 } 1263 layer { 1264 name: "relu1_2" 1265 type: "ReLU" 1266 bottom: "conv1_2" 1267 top: "conv1_2" 1268 } 1269 layer { 1270 name: "pool1" 1271 type: "Pooling" 1272 bottom: "conv1_2" 1273 top: "pool1" 1274 pooling_param { 1275 pool: MAX 1276 kernel_size: 2 1277 stride: 2 1278 } 1279 } 1280 layer { 1281 name: "conv2_1" 1282 type: "Convolution" 1283 bottom: "pool1" 1284 top: "conv2_1" 1285 param { 1286 lr_mult: 1 1287 decay_mult: 1 1288 } 1289 param { 1290 lr_mult: 2 1291 decay_mult: 0 1292 } 1293 convolution_param { 1294 num_output: 128 1295 pad: 1 1296 kernel_size: 3 1297 stride: 1 1298 } 1299 } 1300 layer { 1301 name: "relu2_1" 1302 type: "ReLU" 1303 bottom: "conv2_1" 1304 top: "conv2_1" 1305 } 1306 layer { 1307 name: "conv2_2" 1308 type: "Convolution" 1309 bottom: "conv2_1" 1310 top: "conv2_2" 1311 param { 1312 lr_mult: 1 1313 decay_mult: 1 1314 } 1315 param { 1316 lr_mult: 2 1317 decay_mult: 0 1318 } 1319 convolution_param { 1320 num_output: 128 1321 pad: 1 1322 kernel_size: 3 1323 stride: 1 1324 } 1325 } 1326 layer { 1327 name: "relu2_2" 1328 type: "ReLU" 1329 bottom: "conv2_2" 1330 top: "conv2_2" 1331 } 1332 layer { 1333 name: "pool2" 1334 type: "Pooling" 1335 bottom: "conv2_2" 1336 top: "pool2" 1337 pooling_param { 1338 pool: MAX 1339 kernel_size: 2 1340 stride: 2 1341 } 1342 } 1343 layer { 1344 name: "conv3_1" 1345 type: "Convolution" 1346 bottom: "pool2" 1347 top: "conv3_1" 1348 param { 1349 lr_mult: 1 1350 decay_mult: 1 1351 } 1352 param { 1353 lr_mult: 2 1354 decay_mult: 0 1355 } 1356 convolution_param { 1357 num_output: 256 1358 pad: 1 1359 kernel_size: 3 1360 stride: 1 1361 } 1362 } 1363 layer { 1364 name: "relu3_1" 1365 type: "ReLU" 1366 bottom: "conv3_1" 1367 top: "conv3_1" 1368 } 1369 layer { 1370 name: "conv3_2" 1371 type: "Convolution" 1372 bottom: "conv3_1" 1373 top: "conv3_2" 1374 param { 1375 lr_mult: 1 1376 decay_mult: 1 1377 } 1378 param { 1379 lr_mult: 2 1380 decay_mult: 0 1381 } 1382 convolution_param { 1383 num_output: 256 1384 pad: 1 1385 kernel_size: 3 1386 stride: 1 1387 } 1388 } 1389 layer { 1390 name: "relu3_2" 1391 type: "ReLU" 1392 bottom: "conv3_2" 1393 top: "conv3_2" 1394 } 1395 layer { 1396 name: "conv3_3" 1397 type: "Convolution" 1398 bottom: "conv3_2" 1399 top: "conv3_3" 1400 param { 1401 lr_mult: 1 1402 decay_mult: 1 1403 } 1404 param { 1405 lr_mult: 2 1406 decay_mult: 0 1407 } 1408 convolution_param { 1409 num_output: 256 1410 pad: 1 1411 kernel_size: 3 1412 stride: 1 1413 } 1414 } 1415 layer { 1416 name: "relu3_3" 1417 type: "ReLU" 1418 bottom: "conv3_3" 1419 top: "conv3_3" 1420 } 1421 layer { 1422 name: "pool3" 1423 type: "Pooling" 1424 bottom: "conv3_3" 1425 top: "pool3" 1426 pooling_param { 1427 pool: MAX 1428 kernel_size: 2 1429 stride: 2 1430 } 1431 } 1432 layer { 1433 name: "conv4_1" 1434 type: "Convolution" 1435 bottom: "pool3" 1436 top: "conv4_1" 1437 param { 1438 lr_mult: 1 1439 decay_mult: 1 1440 } 1441 param { 1442 lr_mult: 2 1443 decay_mult: 0 1444 } 1445 convolution_param { 1446 num_output: 512 1447 pad: 1 1448 kernel_size: 3 1449 stride: 1 1450 } 1451 } 1452 layer { 1453 name: "relu4_1" 1454 type: "ReLU" 1455 bottom: "conv4_1" 1456 top: "conv4_1" 1457 } 1458 layer { 1459 name: "conv4_2" 1460 type: "Convolution" 1461 bottom: "conv4_1" 1462 top: "conv4_2" 1463 param { 1464 lr_mult: 1 1465 decay_mult: 1 1466 } 1467 param { 1468 lr_mult: 2 1469 decay_mult: 0 1470 } 1471 convolution_param { 1472 num_output: 512 1473 pad: 1 1474 kernel_size: 3 1475 stride: 1 1476 } 1477 } 1478 layer { 1479 name: "relu4_2" 1480 type: "ReLU" 1481 bottom: "conv4_2" 1482 top: "conv4_2" 1483 } 1484 layer { 1485 name: "conv4_3" 1486 type: "Convolution" 1487 bottom: "conv4_2" 1488 top: "conv4_3" 1489 param { 1490 lr_mult: 1 1491 decay_mult: 1 1492 } 1493 param { 1494 lr_mult: 2 1495 decay_mult: 0 1496 } 1497 convolution_param { 1498 num_output: 512 1499 pad: 1 1500 kernel_size: 3 1501 stride: 1 1502 } 1503 } 1504 layer { 1505 name: "relu4_3" 1506 type: "ReLU" 1507 bottom: "conv4_3" 1508 top: "conv4_3" 1509 } 1510 layer { 1511 name: "pool4" 1512 type: "Pooling" 1513 bottom: "conv4_3" 1514 top: "pool4" 1515 pooling_param { 1516 pool: MAX 1517 kernel_size: 2 1518 stride: 2 1519 } 1520 } 1521 layer { 1522 name: "conv5_1" 1523 type: "Convolution" 1524 bottom: "pool4" 1525 top: "conv5_1" 1526 param { 1527 lr_mult: 1 1528 decay_mult: 1 1529 } 1530 param { 1531 lr_mult: 2 1532 decay_mult: 0 1533 } 1534 convolution_param { 1535 num_output: 512 1536 pad: 1 1537 kernel_size: 3 1538 stride: 1 1539 } 1540 } 1541 layer { 1542 name: "relu5_1" 1543 type: "ReLU" 1544 bottom: "conv5_1" 1545 top: "conv5_1" 1546 } 1547 layer { 1548 name: "conv5_2" 1549 type: "Convolution" 1550 bottom: "conv5_1" 1551 top: "conv5_2" 1552 param { 1553 lr_mult: 1 1554 decay_mult: 1 1555 } 1556 param { 1557 lr_mult: 2 1558 decay_mult: 0 1559 } 1560 convolution_param { 1561 num_output: 512 1562 pad: 1 1563 kernel_size: 3 1564 stride: 1 1565 } 1566 } 1567 layer { 1568 name: "relu5_2" 1569 type: "ReLU" 1570 bottom: "conv5_2" 1571 top: "conv5_2" 1572 } 1573 layer { 1574 name: "conv5_3" 1575 type: "Convolution" 1576 bottom: "conv5_2" 1577 top: "conv5_3" 1578 param { 1579 lr_mult: 1 1580 decay_mult: 1 1581 } 1582 param { 1583 lr_mult: 2 1584 decay_mult: 0 1585 } 1586 convolution_param { 1587 num_output: 512 1588 pad: 1 1589 kernel_size: 3 1590 stride: 1 1591 } 1592 } 1593 layer { 1594 name: "relu5_3" 1595 type: "ReLU" 1596 bottom: "conv5_3" 1597 top: "conv5_3" 1598 } 1599 layer { 1600 name: "pool5" 1601 type: "Pooling" 1602 bottom: "conv5_3" 1603 top: "pool5" 1604 pooling_param { 1605 pool: MAX 1606 kernel_size: 2 1607 stride: 2 1608 } 1609 } 1610 layer { 1611 name: "fc6" 1612 type: "Convolution" 1613 bottom: "pool5" 1614 top: "fc6" 1615 param { 1616 lr_mult: 1 1617 decay_mult: 1 1618 } 1619 param { 1620 lr_mult: 2 1621 decay_mult: 0 1622 } 1623 convolution_param { 1624 num_output: 4096 1625 pad: 0 1626 kernel_size: 7 1627 stride: 1 1628 } 1629 } 1630 layer { 1631 name: "relu6" 1632 type: "ReLU" 1633 bottom: "fc6" 1634 top: "fc6" 1635 } 1636 layer { 1637 name: "drop6" 1638 type: "Dropout" 1639 bottom: "fc6" 1640 top: "fc6" 1641 dropout_param { 1642 dropout_ratio: 0.5 1643 } 1644 } 1645 layer { 1646 name: "fc7" 1647 type: "Convolution" 1648 bottom: "fc6" 1649 top: "fc7" 1650 param { 1651 lr_mult: 1 1652 decay_mult: 1 1653 } 1654 param { 1655 lr_mult: 2 1656 decay_mult: 0 1657 } 1658 convolution_param { 1659 num_output: 4096 1660 pad: 0 1661 kernel_size: 1 1662 stride: 1 1663 } 1664 } 1665 layer { 1666 name: "relu7" 1667 type: "ReLU" 1668 bottom: "fc7" 1669 top: "fc7" 1670 } 1671 layer { 1672 name: "drop7" 1673 type: "Dropout" 1674 bottom: "fc7" 1675 top: "fc7" 1676 dropout_param { 1677 dropout_ratio: 0.5 1678 } 1679 } 1680 layer { 1681 name: "score_fr" 1682 type: "Convolution" 1683 bottom: "fc7" 1684 top: "score_fr" 1685 param { 1686 lr_mult: 1 1687 decay_mult: 1 1688 } 1689 param { 1690 lr_mult: 2 1691 decay_mult: 0 1692 } 1693 convolution_param { 1694 num_output: 21 1695 pad: 0 1696 kernel_size: 1 1697 } 1698 } 1699 layer { 1700 name: "upscore2" 1701 type: "Deconvolution" 1702 bottom: "score_fr" 1703 top: "upscore2" 1704 param { 1705 lr_mult: 0 1706 } 1707 convolution_param { 1708 num_output: 21 1709 bias_term: false 1710 kernel_size: 4 1711 stride: 2 1712 } 1713 } 1714 layer { 1715 name: "score_pool4" 1716 type: "Convolution" 1717 bottom: "pool4" 1718 top: "score_pool4" 1719 param { 1720 lr_mult: 1 1721 decay_mult: 1 1722 } 1723 param { 1724 lr_mult: 2 1725 decay_mult: 0 1726 } 1727 convolution_param { 1728 num_output: 21 1729 pad: 0 1730 kernel_size: 1 1731 } 1732 } 1733 layer { 1734 name: "score_pool4c" 1735 type: "Crop" 1736 bottom: "score_pool4" 1737 bottom: "upscore2" 1738 top: "score_pool4c" 1739 crop_param { 1740 axis: 2 1741 offset: 5 1742 } 1743 } 1744 layer { 1745 name: "fuse_pool4" 1746 type: "Eltwise" 1747 bottom: "upscore2" 1748 bottom: "score_pool4c" 1749 top: "fuse_pool4" 1750 eltwise_param { 1751 operation: SUM 1752 } 1753 } 1754 layer { 1755 name: "upscore_pool4" 1756 type: "Deconvolution" 1757 bottom: "fuse_pool4" 1758 top: "upscore_pool4" 1759 param { 1760 lr_mult: 0 1761 } 1762 convolution_param { 1763 num_output: 21 1764 bias_term: false 1765 kernel_size: 4 1766 stride: 2 1767 } 1768 } 1769 layer { 1770 name: "score_pool3" 1771 type: "Convolution" 1772 bottom: "pool3" 1773 top: "score_pool3" 1774 param { 1775 lr_mult: 1 1776 decay_mult: 1 1777 } 1778 param { 1779 lr_mult: 2 1780 decay_mult: 0 1781 } 1782 convolution_param { 1783 num_output: 21 1784 pad: 0 1785 kernel_size: 1 1786 } 1787 } 1788 layer { 1789 name: "score_pool3c" 1790 type: "Crop" 1791 bottom: "score_pool3" 1792 bottom: "upscore_pool4" 1793 top: "score_pool3c" 1794 crop_param { 1795 axis: 2 1796 offset: 9 1797 } 1798 } 1799 layer { 1800 name: "fuse_pool3" 1801 type: "Eltwise" 1802 bottom: "upscore_pool4" 1803 bottom: "score_pool3c" 1804 top: "fuse_pool3" 1805 eltwise_param { 1806 operation: SUM 1807 } 1808 } 1809 layer { 1810 name: "upscore8" 1811 type: "Deconvolution" 1812 bottom: "fuse_pool3" 1813 top: "upscore8" 1814 param { 1815 lr_mult: 0 1816 } 1817 convolution_param { 1818 num_output: 21 1819 bias_term: false 1820 kernel_size: 16 1821 stride: 8 1822 } 1823 } 1824 layer { 1825 name: "score" 1826 type: "Crop" 1827 bottom: "upscore8" 1828 bottom: "data" 1829 top: "score" 1830 crop_param { 1831 axis: 2 1832 offset: 31 1833 } 1834 } 1835 layer { 1836 name: "accuracy" 1837 type: "Accuracy" 1838 bottom: "score" 1839 bottom: "label" 1840 top: "accuracy" 1841 include { 1842 phase: TEST 1843 } 1844 } 1845 layer { 1846 name: "loss" 1847 type: "SoftmaxWithLoss" 1848 bottom: "score" 1849 bottom: "label" 1850 top: "loss" 1851 loss_param { 1852 ignore_label: 255 1853 normalize: false 1854 } 1855 } 1856 I1213 12:14:08.702296 1380 layer_factory.hpp:77] Creating layer data 1857 I1213 12:14:08.703297 1380 net.cpp:100] Creating Layer data 1858 I1213 12:14:08.704798 1380 net.cpp:418] data -> data 1859 I1213 12:14:08.705298 7864 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead. 1860 I1213 12:14:08.706300 1380 data_transformer.cpp:25] Loading mean file from: G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_val_mean.binaryproto 1861 I1213 12:14:08.707300 7864 db_lmdb.cpp:40] Opened lmdb G:/interest_of_imags_for_recognation/VOC2007/Resize224/Img_val 1862 I1213 12:14:08.709803 1380 data_layer.cpp:41] output data size: 1,3,224,224 1863 I1213 12:14:08.715806 1380 net.cpp:150] Setting up data 1864 I1213 12:14:08.716306 1380 net.cpp:157] Top shape: 1 3 224 224 (150528) 1865 I1213 12:14:08.716807 1380 net.cpp:165] Memory required for data: 602112 1866 I1213 12:14:08.716807 1380 layer_factory.hpp:77] Creating layer data_data_0_split 1867 I1213 12:14:08.717808 13228 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead. 1868 I1213 12:14:08.718808 1380 net.cpp:100] Creating Layer data_data_0_split 1869 I1213 12:14:08.720309 1380 net.cpp:444] data_data_0_split <- data 1870 I1213 12:14:08.722811 1380 net.cpp:418] data_data_0_split -> data_data_0_split_0 1871 I1213 12:14:08.723311 1380 net.cpp:418] data_data_0_split -> data_data_0_split_1 1872 I1213 12:14:08.723311 1380 net.cpp:150] Setting up data_data_0_split 1873 I1213 12:14:08.723811 1380 net.cpp:157] Top shape: 1 3 224 224 (150528) 1874 I1213 12:14:08.724812 1380 net.cpp:157] Top shape: 1 3 224 224 (150528) 1875 I1213 12:14:08.724812 1380 net.cpp:165] Memory required for data: 1806336 1876 I1213 12:14:08.724812 1380 layer_factory.hpp:77] Creating layer label 1877 I1213 12:14:08.725312 1380 net.cpp:100] Creating Layer label 1878 I1213 12:14:08.725813 1380 net.cpp:418] label -> label 1879 I1213 12:14:08.727314 1380 data_transformer.cpp:25] Loading mean file from: G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_val_mean.binaryproto 1880 I1213 12:14:08.727814 2624 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead. 1881 I1213 12:14:08.730816 2624 db_lmdb.cpp:40] Opened lmdb G:/interest_of_imags_for_recognation/VOC2007/Resize224/Label_val 1882 I1213 12:14:08.731317 1380 data_layer.cpp:41] output data size: 1,1,224,224 1883 I1213 12:14:08.733319 1380 net.cpp:150] Setting up label 1884 I1213 12:14:08.733319 1380 net.cpp:157] Top shape: 1 1 224 224 (50176) 1885 I1213 12:14:08.734318 5184 common.cpp:36] System entropy source not available, using fallback algorithm to generate seed instead. 1886 I1213 12:14:08.734819 1380 net.cpp:165] Memory required for data: 2007040 1887 I1213 12:14:08.736820 1380 layer_factory.hpp:77] Creating layer label_label_0_split 1888 I1213 12:14:08.737321 1380 net.cpp:100] Creating Layer label_label_0_split 1889 I1213 12:14:08.738822 1380 net.cpp:444] label_label_0_split <- label 1890 I1213 12:14:08.739823 1380 net.cpp:418] label_label_0_split -> label_label_0_split_0 1891 I1213 12:14:08.739823 1380 net.cpp:418] label_label_0_split -> label_label_0_split_1 1892 I1213 12:14:08.740324 1380 net.cpp:150] Setting up label_label_0_split 1893 I1213 12:14:08.740823 1380 net.cpp:157] Top shape: 1 1 224 224 (50176) 1894 I1213 12:14:08.741324 1380 net.cpp:157] Top shape: 1 1 224 224 (50176) 1895 I1213 12:14:08.742324 1380 net.cpp:165] Memory required for data: 2408448 1896 I1213 12:14:08.743825 1380 layer_factory.hpp:77] Creating layer conv1_1 1897 I1213 12:14:08.744827 1380 net.cpp:100] Creating Layer conv1_1 1898 I1213 12:14:08.745326 1380 net.cpp:444] conv1_1 <- data_data_0_split_0 1899 I1213 12:14:08.746327 1380 net.cpp:418] conv1_1 -> conv1_1 1900 I1213 12:14:08.749830 1380 net.cpp:150] Setting up conv1_1 1901 I1213 12:14:08.749830 1380 net.cpp:157] Top shape: 1 64 422 422 (11397376) 1902 I1213 12:14:08.750830 1380 net.cpp:165] Memory required for data: 47997952 1903 I1213 12:14:08.751332 1380 layer_factory.hpp:77] Creating layer relu1_1 1904 I1213 12:14:08.751832 1380 net.cpp:100] Creating Layer relu1_1 1905 I1213 12:14:08.752832 1380 net.cpp:444] relu1_1 <- conv1_1 1906 I1213 12:14:08.753332 1380 net.cpp:405] relu1_1 -> conv1_1 (in-place) 1907 I1213 12:14:08.756836 1380 net.cpp:150] Setting up relu1_1 1908 I1213 12:14:08.757336 1380 net.cpp:157] Top shape: 1 64 422 422 (11397376) 1909 I1213 12:14:08.757835 1380 net.cpp:165] Memory required for data: 93587456 1910 I1213 12:14:08.760339 1380 layer_factory.hpp:77] Creating layer conv1_2 1911 I1213 12:14:08.761338 1380 net.cpp:100] Creating Layer conv1_2 1912 I1213 12:14:08.761838 1380 net.cpp:444] conv1_2 <- conv1_1 1913 I1213 12:14:08.762339 1380 net.cpp:418] conv1_2 -> conv1_2 1914 I1213 12:14:08.767343 1380 net.cpp:150] Setting up conv1_2 1915 I1213 12:14:08.767843 1380 net.cpp:157] Top shape: 1 64 422 422 (11397376) 1916 I1213 12:14:08.768343 1380 net.cpp:165] Memory required for data: 139176960 1917 I1213 12:14:08.769345 1380 layer_factory.hpp:77] Creating layer relu1_2 1918 I1213 12:14:08.769845 1380 net.cpp:100] Creating Layer relu1_2 1919 I1213 12:14:08.771845 1380 net.cpp:444] relu1_2 <- conv1_2 1920 I1213 12:14:08.772346 1380 net.cpp:405] relu1_2 -> conv1_2 (in-place) 1921 I1213 12:14:08.775348 1380 net.cpp:150] Setting up relu1_2 1922 I1213 12:14:08.775849 1380 net.cpp:157] Top shape: 1 64 422 422 (11397376) 1923 I1213 12:14:08.776350 1380 net.cpp:165] Memory required for data: 184766464 1924 I1213 12:14:08.777349 1380 layer_factory.hpp:77] Creating layer pool1 1925 I1213 12:14:08.778350 1380 net.cpp:100] Creating Layer pool1 1926 I1213 12:14:08.778851 1380 net.cpp:444] pool1 <- conv1_2 1927 I1213 12:14:08.779851 1380 net.cpp:418] pool1 -> pool1 1928 I1213 12:14:08.780853 1380 net.cpp:150] Setting up pool1 1929 I1213 12:14:08.781352 1380 net.cpp:157] Top shape: 1 64 211 211 (2849344) 1930 I1213 12:14:08.782353 1380 net.cpp:165] Memory required for data: 196163840 1931 I1213 12:14:08.782853 1380 layer_factory.hpp:77] Creating layer conv2_1 1932 I1213 12:14:08.783854 1380 net.cpp:100] Creating Layer conv2_1 1933 I1213 12:14:08.784854 1380 net.cpp:444] conv2_1 <- pool1 1934 I1213 12:14:08.785356 1380 net.cpp:418] conv2_1 -> conv2_1 1935 I1213 12:14:08.791860 1380 net.cpp:150] Setting up conv2_1 1936 I1213 12:14:08.791860 1380 net.cpp:157] Top shape: 1 128 211 211 (5698688) 1937 I1213 12:14:08.792861 1380 net.cpp:165] Memory required for data: 218958592 1938 I1213 12:14:08.793861 1380 layer_factory.hpp:77] Creating layer relu2_1 1939 I1213 12:14:08.794363 1380 net.cpp:100] Creating Layer relu2_1 1940 I1213 12:14:08.794862 1380 net.cpp:444] relu2_1 <- conv2_1 1941 I1213 12:14:08.795362 1380 net.cpp:405] relu2_1 -> conv2_1 (in-place) 1942 I1213 12:14:08.796363 1380 net.cpp:150] Setting up relu2_1 1943 I1213 12:14:08.796363 1380 net.cpp:157] Top shape: 1 128 211 211 (5698688) 1944 I1213 12:14:08.796864 1380 net.cpp:165] Memory required for data: 241753344 1945 I1213 12:14:08.797363 1380 layer_factory.hpp:77] Creating layer conv2_2 1946 I1213 12:14:08.797864 1380 net.cpp:100] Creating Layer conv2_2 1947 I1213 12:14:08.798364 1380 net.cpp:444] conv2_2 <- conv2_1 1948 I1213 12:14:08.798864 1380 net.cpp:418] conv2_2 -> conv2_2 1949 I1213 12:14:08.802367 1380 net.cpp:150] Setting up conv2_2 1950 I1213 12:14:08.802367 1380 net.cpp:157] Top shape: 1 128 211 211 (5698688) 1951 I1213 12:14:08.803367 1380 net.cpp:165] Memory required for data: 264548096 1952 I1213 12:14:08.803869 1380 layer_factory.hpp:77] Creating layer relu2_2 1953 I1213 12:14:08.804869 1380 net.cpp:100] Creating Layer relu2_2 1954 I1213 12:14:08.807371 1380 net.cpp:444] relu2_2 <- conv2_2 1955 I1213 12:14:08.808372 1380 net.cpp:405] relu2_2 -> conv2_2 (in-place) 1956 I1213 12:14:08.809875 1380 net.cpp:150] Setting up relu2_2 1957 I1213 12:14:08.810374 1380 net.cpp:157] Top shape: 1 128 211 211 (5698688) 1958 I1213 12:14:08.810874 1380 net.cpp:165] Memory required for data: 287342848 1959 I1213 12:14:08.811373 1380 layer_factory.hpp:77] Creating layer pool2 1960 I1213 12:14:08.811874 1380 net.cpp:100] Creating Layer pool2 1961 I1213 12:14:08.812374 1380 net.cpp:444] pool2 <- conv2_2 1962 I1213 12:14:08.812875 1380 net.cpp:418] pool2 -> pool2 1963 I1213 12:14:08.813375 1380 net.cpp:150] Setting up pool2 1964 I1213 12:14:08.813875 1380 net.cpp:157] Top shape: 1 128 106 106 (1438208) 1965 I1213 12:14:08.814376 1380 net.cpp:165] Memory required for data: 293095680 1966 I1213 12:14:08.814877 1380 layer_factory.hpp:77] Creating layer conv3_1 1967 I1213 12:14:08.815376 1380 net.cpp:100] Creating Layer conv3_1 1968 I1213 12:14:08.815877 1380 net.cpp:444] conv3_1 <- pool2 1969 I1213 12:14:08.816377 1380 net.cpp:418] conv3_1 -> conv3_1 1970 I1213 12:14:08.819380 1380 net.cpp:150] Setting up conv3_1 1971 I1213 12:14:08.819380 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 1972 I1213 12:14:08.819880 1380 net.cpp:165] Memory required for data: 304601344 1973 I1213 12:14:08.822382 1380 layer_factory.hpp:77] Creating layer relu3_1 1974 I1213 12:14:08.823384 1380 net.cpp:100] Creating Layer relu3_1 1975 I1213 12:14:08.823884 1380 net.cpp:444] relu3_1 <- conv3_1 1976 I1213 12:14:08.824383 1380 net.cpp:405] relu3_1 -> conv3_1 (in-place) 1977 I1213 12:14:08.826386 1380 net.cpp:150] Setting up relu3_1 1978 I1213 12:14:08.826886 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 1979 I1213 12:14:08.827386 1380 net.cpp:165] Memory required for data: 316107008 1980 I1213 12:14:08.828387 1380 layer_factory.hpp:77] Creating layer conv3_2 1981 I1213 12:14:08.828887 1380 net.cpp:100] Creating Layer conv3_2 1982 I1213 12:14:08.829887 1380 net.cpp:444] conv3_2 <- conv3_1 1983 I1213 12:14:08.830387 1380 net.cpp:418] conv3_2 -> conv3_2 1984 I1213 12:14:08.838393 1380 net.cpp:150] Setting up conv3_2 1985 I1213 12:14:08.838393 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 1986 I1213 12:14:08.838893 1380 net.cpp:165] Memory required for data: 327612672 1987 I1213 12:14:08.840395 1380 layer_factory.hpp:77] Creating layer relu3_2 1988 I1213 12:14:08.840894 1380 net.cpp:100] Creating Layer relu3_2 1989 I1213 12:14:08.841395 1380 net.cpp:444] relu3_2 <- conv3_2 1990 I1213 12:14:08.841895 1380 net.cpp:405] relu3_2 -> conv3_2 (in-place) 1991 I1213 12:14:08.842896 1380 net.cpp:150] Setting up relu3_2 1992 I1213 12:14:08.842896 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 1993 I1213 12:14:08.843397 1380 net.cpp:165] Memory required for data: 339118336 1994 I1213 12:14:08.844398 1380 layer_factory.hpp:77] Creating layer conv3_3 1995 I1213 12:14:08.844898 1380 net.cpp:100] Creating Layer conv3_3 1996 I1213 12:14:08.845397 1380 net.cpp:444] conv3_3 <- conv3_2 1997 I1213 12:14:08.845899 1380 net.cpp:418] conv3_3 -> conv3_3 1998 I1213 12:14:08.850401 1380 net.cpp:150] Setting up conv3_3 1999 I1213 12:14:08.850401 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 2000 I1213 12:14:08.851402 1380 net.cpp:165] Memory required for data: 350624000 2001 I1213 12:14:08.851903 1380 layer_factory.hpp:77] Creating layer relu3_3 2002 I1213 12:14:08.852403 1380 net.cpp:100] Creating Layer relu3_3 2003 I1213 12:14:08.852903 1380 net.cpp:444] relu3_3 <- conv3_3 2004 I1213 12:14:08.853404 1380 net.cpp:405] relu3_3 -> conv3_3 (in-place) 2005 I1213 12:14:08.854964 1380 net.cpp:150] Setting up relu3_3 2006 I1213 12:14:08.855406 1380 net.cpp:157] Top shape: 1 256 106 106 (2876416) 2007 I1213 12:14:08.855906 1380 net.cpp:165] Memory required for data: 362129664 2008 I1213 12:14:08.856405 1380 layer_factory.hpp:77] Creating layer pool3 2009 I1213 12:14:08.856906 1380 net.cpp:100] Creating Layer pool3 2010 I1213 12:14:08.857406 1380 net.cpp:444] pool3 <- conv3_3 2011 I1213 12:14:08.857906 1380 net.cpp:418] pool3 -> pool3 2012 I1213 12:14:08.858907 1380 net.cpp:150] Setting up pool3 2013 I1213 12:14:08.858907 1380 net.cpp:157] Top shape: 1 256 53 53 (719104) 2014 I1213 12:14:08.859908 1380 net.cpp:165] Memory required for data: 365006080 2015 I1213 12:14:08.860409 1380 layer_factory.hpp:77] Creating layer pool3_pool3_0_split 2016 I1213 12:14:08.860909 1380 net.cpp:100] Creating Layer pool3_pool3_0_split 2017 I1213 12:14:08.860909 1380 net.cpp:444] pool3_pool3_0_split <- pool3 2018 I1213 12:14:08.861409 1380 net.cpp:418] pool3_pool3_0_split -> pool3_pool3_0_split_0 2019 I1213 12:14:08.861910 1380 net.cpp:418] pool3_pool3_0_split -> pool3_pool3_0_split_1 2020 I1213 12:14:08.862910 1380 net.cpp:150] Setting up pool3_pool3_0_split 2021 I1213 12:14:08.862910 1380 net.cpp:157] Top shape: 1 256 53 53 (719104) 2022 I1213 12:14:08.863410 1380 net.cpp:157] Top shape: 1 256 53 53 (719104) 2023 I1213 12:14:08.863910 1380 net.cpp:165] Memory required for data: 370758912 2024 I1213 12:14:08.864411 1380 layer_factory.hpp:77] Creating layer conv4_1 2025 I1213 12:14:08.864912 1380 net.cpp:100] Creating Layer conv4_1 2026 I1213 12:14:08.865412 1380 net.cpp:444] conv4_1 <- pool3_pool3_0_split_0 2027 I1213 12:14:08.865913 1380 net.cpp:418] conv4_1 -> conv4_1 2028 I1213 12:14:08.871917 1380 net.cpp:150] Setting up conv4_1 2029 I1213 12:14:08.871917 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 2030 I1213 12:14:08.872918 1380 net.cpp:165] Memory required for data: 376511744 2031 I1213 12:14:08.873417 1380 layer_factory.hpp:77] Creating layer relu4_1 2032 I1213 12:14:08.874919 1380 net.cpp:100] Creating Layer relu4_1 2033 I1213 12:14:08.875419 1380 net.cpp:444] relu4_1 <- conv4_1 2034 I1213 12:14:08.875921 1380 net.cpp:405] relu4_1 -> conv4_1 (in-place) 2035 I1213 12:14:08.877421 1380 net.cpp:150] Setting up relu4_1 2036 I1213 12:14:08.877421 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 2037 I1213 12:14:08.877921 1380 net.cpp:165] Memory required for data: 382264576 2038 I1213 12:14:08.878422 1380 layer_factory.hpp:77] Creating layer conv4_2 2039 I1213 12:14:08.878922 1380 net.cpp:100] Creating Layer conv4_2 2040 I1213 12:14:08.879422 1380 net.cpp:444] conv4_2 <- conv4_1 2041 I1213 12:14:08.879923 1380 net.cpp:418] conv4_2 -> conv4_2 2042 I1213 12:14:08.885927 1380 net.cpp:150] Setting up conv4_2 2043 I1213 12:14:08.885927 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 2044 I1213 12:14:08.886929 1380 net.cpp:165] Memory required for data: 388017408 2045 I1213 12:14:08.886929 1380 layer_factory.hpp:77] Creating layer relu4_2 2046 I1213 12:14:08.886929 1380 net.cpp:100] Creating Layer relu4_2 2047 I1213 12:14:08.886929 1380 net.cpp:444] relu4_2 <- conv4_2 2048 I1213 12:14:08.886929 1380 net.cpp:405] relu4_2 -> conv4_2 (in-place) 2049 I1213 12:14:08.887929 1380 net.cpp:150] Setting up relu4_2 2050 I1213 12:14:08.888429 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 2051 I1213 12:14:08.888929 1380 net.cpp:165] Memory required for data: 393770240 2052 I1213 12:14:08.890933 1380 layer_factory.hpp:77] Creating layer conv4_3 2053 I1213 12:14:08.891433 1380 net.cpp:100] Creating Layer conv4_3 2054 I1213 12:14:08.891433 1380 net.cpp:444] conv4_3 <- conv4_2 2055 I1213 12:14:08.891433 1380 net.cpp:418] conv4_3 -> conv4_3 2056 I1213 12:14:08.897935 1380 net.cpp:150] Setting up conv4_3 2057 I1213 12:14:08.897935 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 2058 I1213 12:14:08.898437 1380 net.cpp:165] Memory required for data: 399523072 2059 I1213 12:14:08.898936 1380 layer_factory.hpp:77] Creating layer relu4_3 2060 I1213 12:14:08.899437 1380 net.cpp:100] Creating Layer relu4_3 2061 I1213 12:14:08.899937 1380 net.cpp:444] relu4_3 <- conv4_3 2062 I1213 12:14:08.900437 1380 net.cpp:405] relu4_3 -> conv4_3 (in-place) 2063 I1213 12:14:08.901938 1380 net.cpp:150] Setting up relu4_3 2064 I1213 12:14:08.902438 1380 net.cpp:157] Top shape: 1 512 53 53 (1438208) 2065 I1213 12:14:08.902938 1380 net.cpp:165] Memory required for data: 405275904 2066 I1213 12:14:08.903439 1380 layer_factory.hpp:77] Creating layer pool4 2067 I1213 12:14:08.903939 1380 net.cpp:100] Creating Layer pool4 2068 I1213 12:14:08.904940 1380 net.cpp:444] pool4 <- conv4_3 2069 I1213 12:14:08.907443 1380 net.cpp:418] pool4 -> pool4 2070 I1213 12:14:08.907443 1380 net.cpp:150] Setting up pool4 2071 I1213 12:14:08.907943 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 2072 I1213 12:14:08.908443 1380 net.cpp:165] Memory required for data: 406768896 2073 I1213 12:14:08.908443 1380 layer_factory.hpp:77] Creating layer pool4_pool4_0_split 2074 I1213 12:14:08.908443 1380 net.cpp:100] Creating Layer pool4_pool4_0_split 2075 I1213 12:14:08.908943 1380 net.cpp:444] pool4_pool4_0_split <- pool4 2076 I1213 12:14:08.909443 1380 net.cpp:418] pool4_pool4_0_split -> pool4_pool4_0_split_0 2077 I1213 12:14:08.909945 1380 net.cpp:418] pool4_pool4_0_split -> pool4_pool4_0_split_1 2078 I1213 12:14:08.910444 1380 net.cpp:150] Setting up pool4_pool4_0_split 2079 I1213 12:14:08.910944 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 2080 I1213 12:14:08.911445 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 2081 I1213 12:14:08.911445 1380 net.cpp:165] Memory required for data: 409754880 2082 I1213 12:14:08.911445 1380 layer_factory.hpp:77] Creating layer conv5_1 2083 I1213 12:14:08.911945 1380 net.cpp:100] Creating Layer conv5_1 2084 I1213 12:14:08.912446 1380 net.cpp:444] conv5_1 <- pool4_pool4_0_split_0 2085 I1213 12:14:08.912946 1380 net.cpp:418] conv5_1 -> conv5_1 2086 I1213 12:14:08.919451 1380 net.cpp:150] Setting up conv5_1 2087 I1213 12:14:08.919451 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 2088 I1213 12:14:08.919951 1380 net.cpp:165] Memory required for data: 411247872 2089 I1213 12:14:08.922454 1380 layer_factory.hpp:77] Creating layer relu5_1 2090 I1213 12:14:08.922953 1380 net.cpp:100] Creating Layer relu5_1 2091 I1213 12:14:08.923954 1380 net.cpp:444] relu5_1 <- conv5_1 2092 I1213 12:14:08.923954 1380 net.cpp:405] relu5_1 -> conv5_1 (in-place) 2093 I1213 12:14:08.924454 1380 net.cpp:150] Setting up relu5_1 2094 I1213 12:14:08.924955 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 2095 I1213 12:14:08.925456 1380 net.cpp:165] Memory required for data: 412740864 2096 I1213 12:14:08.925956 1380 layer_factory.hpp:77] Creating layer conv5_2 2097 I1213 12:14:08.926456 1380 net.cpp:100] Creating Layer conv5_2 2098 I1213 12:14:08.926956 1380 net.cpp:444] conv5_2 <- conv5_1 2099 I1213 12:14:08.927458 1380 net.cpp:418] conv5_2 -> conv5_2 2100 I1213 12:14:08.933961 1380 net.cpp:150] Setting up conv5_2 2101 I1213 12:14:08.933961 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 2102 I1213 12:14:08.934463 1380 net.cpp:165] Memory required for data: 414233856 2103 I1213 12:14:08.934962 1380 layer_factory.hpp:77] Creating layer relu5_2 2104 I1213 12:14:08.935462 1380 net.cpp:100] Creating Layer relu5_2 2105 I1213 12:14:08.938464 1380 net.cpp:444] relu5_2 <- conv5_2 2106 I1213 12:14:08.938464 1380 net.cpp:405] relu5_2 -> conv5_2 (in-place) 2107 I1213 12:14:08.939966 1380 net.cpp:150] Setting up relu5_2 2108 I1213 12:14:08.940466 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 2109 I1213 12:14:08.940966 1380 net.cpp:165] Memory required for data: 415726848 2110 I1213 12:14:08.941467 1380 layer_factory.hpp:77] Creating layer conv5_3 2111 I1213 12:14:08.942467 1380 net.cpp:100] Creating Layer conv5_3 2112 I1213 12:14:08.942467 1380 net.cpp:444] conv5_3 <- conv5_2 2113 I1213 12:14:08.942467 1380 net.cpp:418] conv5_3 -> conv5_3 2114 I1213 12:14:08.948472 1380 net.cpp:150] Setting up conv5_3 2115 I1213 12:14:08.948472 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 2116 I1213 12:14:08.948973 1380 net.cpp:165] Memory required for data: 417219840 2117 I1213 12:14:08.949973 1380 layer_factory.hpp:77] Creating layer relu5_3 2118 I1213 12:14:08.950474 1380 net.cpp:100] Creating Layer relu5_3 2119 I1213 12:14:08.950973 1380 net.cpp:444] relu5_3 <- conv5_3 2120 I1213 12:14:08.950973 1380 net.cpp:405] relu5_3 -> conv5_3 (in-place) 2121 I1213 12:14:08.951975 1380 net.cpp:150] Setting up relu5_3 2122 I1213 12:14:08.952976 1380 net.cpp:157] Top shape: 1 512 27 27 (373248) 2123 I1213 12:14:08.952976 1380 net.cpp:165] Memory required for data: 418712832 2124 I1213 12:14:08.952976 1380 layer_factory.hpp:77] Creating layer pool5 2125 I1213 12:14:08.952976 1380 net.cpp:100] Creating Layer pool5 2126 I1213 12:14:08.952976 1380 net.cpp:444] pool5 <- conv5_3 2127 I1213 12:14:08.953476 1380 net.cpp:418] pool5 -> pool5 2128 I1213 12:14:08.953476 1380 net.cpp:150] Setting up pool5 2129 I1213 12:14:08.954977 1380 net.cpp:157] Top shape: 1 512 14 14 (100352) 2130 I1213 12:14:08.955476 1380 net.cpp:165] Memory required for data: 419114240 2131 I1213 12:14:08.955977 1380 layer_factory.hpp:77] Creating layer fc6 2132 I1213 12:14:08.956979 1380 net.cpp:100] Creating Layer fc6 2133 I1213 12:14:08.957479 1380 net.cpp:444] fc6 <- pool5 2134 I1213 12:14:08.957979 1380 net.cpp:418] fc6 -> fc6 2135 I1213 12:14:09.144121 1380 net.cpp:150] Setting up fc6 2136 I1213 12:14:09.144121 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 2137 I1213 12:14:09.144611 1380 net.cpp:165] Memory required for data: 420162816 2138 I1213 12:14:09.145612 1380 layer_factory.hpp:77] Creating layer relu6 2139 I1213 12:14:09.146113 1380 net.cpp:100] Creating Layer relu6 2140 I1213 12:14:09.146613 1380 net.cpp:444] relu6 <- fc6 2141 I1213 12:14:09.147114 1380 net.cpp:405] relu6 -> fc6 (in-place) 2142 I1213 12:14:09.148114 1380 net.cpp:150] Setting up relu6 2143 I1213 12:14:09.148114 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 2144 I1213 12:14:09.148614 1380 net.cpp:165] Memory required for data: 421211392 2145 I1213 12:14:09.149114 1380 layer_factory.hpp:77] Creating layer drop6 2146 I1213 12:14:09.149616 1380 net.cpp:100] Creating Layer drop6 2147 I1213 12:14:09.150615 1380 net.cpp:444] drop6 <- fc6 2148 I1213 12:14:09.151116 1380 net.cpp:405] drop6 -> fc6 (in-place) 2149 I1213 12:14:09.151617 1380 net.cpp:150] Setting up drop6 2150 I1213 12:14:09.152117 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 2151 I1213 12:14:09.153617 1380 net.cpp:165] Memory required for data: 422259968 2152 I1213 12:14:09.154119 1380 layer_factory.hpp:77] Creating layer fc7 2153 I1213 12:14:09.154618 1380 net.cpp:100] Creating Layer fc7 2154 I1213 12:14:09.155119 1380 net.cpp:444] fc7 <- fc6 2155 I1213 12:14:09.155619 1380 net.cpp:418] fc7 -> fc7 2156 I1213 12:14:09.190145 1380 net.cpp:150] Setting up fc7 2157 I1213 12:14:09.190145 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 2158 I1213 12:14:09.191145 1380 net.cpp:165] Memory required for data: 423308544 2159 I1213 12:14:09.191645 1380 layer_factory.hpp:77] Creating layer relu7 2160 I1213 12:14:09.192145 1380 net.cpp:100] Creating Layer relu7 2161 I1213 12:14:09.192646 1380 net.cpp:444] relu7 <- fc7 2162 I1213 12:14:09.193145 1380 net.cpp:405] relu7 -> fc7 (in-place) 2163 I1213 12:14:09.194146 1380 net.cpp:150] Setting up relu7 2164 I1213 12:14:09.194146 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 2165 I1213 12:14:09.194648 1380 net.cpp:165] Memory required for data: 424357120 2166 I1213 12:14:09.195147 1380 layer_factory.hpp:77] Creating layer drop7 2167 I1213 12:14:09.195647 1380 net.cpp:100] Creating Layer drop7 2168 I1213 12:14:09.196148 1380 net.cpp:444] drop7 <- fc7 2169 I1213 12:14:09.196648 1380 net.cpp:405] drop7 -> fc7 (in-place) 2170 I1213 12:14:09.197149 1380 net.cpp:150] Setting up drop7 2171 I1213 12:14:09.197649 1380 net.cpp:157] Top shape: 1 4096 8 8 (262144) 2172 I1213 12:14:09.198149 1380 net.cpp:165] Memory required for data: 425405696 2173 I1213 12:14:09.198650 1380 layer_factory.hpp:77] Creating layer score_fr 2174 I1213 12:14:09.200150 1380 net.cpp:100] Creating Layer score_fr 2175 I1213 12:14:09.200651 1380 net.cpp:444] score_fr <- fc7 2176 I1213 12:14:09.201653 1380 net.cpp:418] score_fr -> score_fr 2177 I1213 12:14:09.203654 1380 net.cpp:150] Setting up score_fr 2178 I1213 12:14:09.204154 1380 net.cpp:157] Top shape: 1 21 8 8 (1344) 2179 I1213 12:14:09.204654 1380 net.cpp:165] Memory required for data: 425411072 2180 I1213 12:14:09.205155 1380 layer_factory.hpp:77] Creating layer upscore2 2181 I1213 12:14:09.205656 1380 net.cpp:100] Creating Layer upscore2 2182 I1213 12:14:09.206156 1380 net.cpp:444] upscore2 <- score_fr 2183 I1213 12:14:09.207156 1380 net.cpp:418] upscore2 -> upscore2 2184 I1213 12:14:09.207656 1380 net.cpp:150] Setting up upscore2 2185 I1213 12:14:09.208156 1380 net.cpp:157] Top shape: 1 21 18 18 (6804) 2186 I1213 12:14:09.208657 1380 net.cpp:165] Memory required for data: 425438288 2187 I1213 12:14:09.209157 1380 layer_factory.hpp:77] Creating layer upscore2_upscore2_0_split 2188 I1213 12:14:09.209657 1380 net.cpp:100] Creating Layer upscore2_upscore2_0_split 2189 I1213 12:14:09.210157 1380 net.cpp:444] upscore2_upscore2_0_split <- upscore2 2190 I1213 12:14:09.210659 1380 net.cpp:418] upscore2_upscore2_0_split -> upscore2_upscore2_0_split_0 2191 I1213 12:14:09.211158 1380 net.cpp:418] upscore2_upscore2_0_split -> upscore2_upscore2_0_split_1 2192 I1213 12:14:09.211659 1380 net.cpp:150] Setting up upscore2_upscore2_0_split 2193 I1213 12:14:09.212159 1380 net.cpp:157] Top shape: 1 21 18 18 (6804) 2194 I1213 12:14:09.212661 1380 net.cpp:157] Top shape: 1 21 18 18 (6804) 2195 I1213 12:14:09.213160 1380 net.cpp:165] Memory required for data: 425492720 2196 I1213 12:14:09.213660 1380 layer_factory.hpp:77] Creating layer score_pool4 2197 I1213 12:14:09.214160 1380 net.cpp:100] Creating Layer score_pool4 2198 I1213 12:14:09.216163 1380 net.cpp:444] score_pool4 <- pool4_pool4_0_split_1 2199 I1213 12:14:09.216663 1380 net.cpp:418] score_pool4 -> score_pool4 2200 I1213 12:14:09.219164 1380 net.cpp:150] Setting up score_pool4 2201 I1213 12:14:09.219666 1380 net.cpp:157] Top shape: 1 21 27 27 (15309) 2202 I1213 12:14:09.220165 1380 net.cpp:165] Memory required for data: 425553956 2203 I1213 12:14:09.220665 1380 layer_factory.hpp:77] Creating layer score_pool4c 2204 I1213 12:14:09.221166 1380 net.cpp:100] Creating Layer score_pool4c 2205 I1213 12:14:09.221667 1380 net.cpp:444] score_pool4c <- score_pool4 2206 I1213 12:14:09.222167 1380 net.cpp:444] score_pool4c <- upscore2_upscore2_0_split_0 2207 I1213 12:14:09.222667 1380 net.cpp:418] score_pool4c -> score_pool4c 2208 I1213 12:14:09.223167 1380 net.cpp:150] Setting up score_pool4c 2209 I1213 12:14:09.223667 1380 net.cpp:157] Top shape: 1 21 18 18 (6804) 2210 I1213 12:14:09.224169 1380 net.cpp:165] Memory required for data: 425581172 2211 I1213 12:14:09.224668 1380 layer_factory.hpp:77] Creating layer fuse_pool4 2212 I1213 12:14:09.225168 1380 net.cpp:100] Creating Layer fuse_pool4 2213 I1213 12:14:09.225668 1380 net.cpp:444] fuse_pool4 <- upscore2_upscore2_0_split_1 2214 I1213 12:14:09.226169 1380 net.cpp:444] fuse_pool4 <- score_pool4c 2215 I1213 12:14:09.226670 1380 net.cpp:418] fuse_pool4 -> fuse_pool4 2216 I1213 12:14:09.227170 1380 net.cpp:150] Setting up fuse_pool4 2217 I1213 12:14:09.227670 1380 net.cpp:157] Top shape: 1 21 18 18 (6804) 2218 I1213 12:14:09.228171 1380 net.cpp:165] Memory required for data: 425608388 2219 I1213 12:14:09.228672 1380 layer_factory.hpp:77] Creating layer upscore_pool4 2220 I1213 12:14:09.229171 1380 net.cpp:100] Creating Layer upscore_pool4 2221 I1213 12:14:09.229672 1380 net.cpp:444] upscore_pool4 <- fuse_pool4 2222 I1213 12:14:09.231673 1380 net.cpp:418] upscore_pool4 -> upscore_pool4 2223 I1213 12:14:09.233175 1380 net.cpp:150] Setting up upscore_pool4 2224 I1213 12:14:09.233175 1380 net.cpp:157] Top shape: 1 21 38 38 (30324) 2225 I1213 12:14:09.233675 1380 net.cpp:165] Memory required for data: 425729684 2226 I1213 12:14:09.234175 1380 layer_factory.hpp:77] Creating layer upscore_pool4_upscore_pool4_0_split 2227 I1213 12:14:09.234676 1380 net.cpp:100] Creating Layer upscore_pool4_upscore_pool4_0_split 2228 I1213 12:14:09.235177 1380 net.cpp:444] upscore_pool4_upscore_pool4_0_split <- upscore_pool4 2229 I1213 12:14:09.235677 1380 net.cpp:418] upscore_pool4_upscore_pool4_0_split -> upscore_pool4_upscore_pool4_0_split_0 2230 I1213 12:14:09.236176 1380 net.cpp:418] upscore_pool4_upscore_pool4_0_split -> upscore_pool4_upscore_pool4_0_split_1 2231 I1213 12:14:09.236677 1380 net.cpp:150] Setting up upscore_pool4_upscore_pool4_0_split 2232 I1213 12:14:09.237177 1380 net.cpp:157] Top shape: 1 21 38 38 (30324) 2233 I1213 12:14:09.238178 1380 net.cpp:157] Top shape: 1 21 38 38 (30324) 2234 I1213 12:14:09.238679 1380 net.cpp:165] Memory required for data: 425972276 2235 I1213 12:14:09.239179 1380 layer_factory.hpp:77] Creating layer score_pool3 2236 I1213 12:14:09.239680 1380 net.cpp:100] Creating Layer score_pool3 2237 I1213 12:14:09.240180 1380 net.cpp:444] score_pool3 <- pool3_pool3_0_split_1 2238 I1213 12:14:09.240680 1380 net.cpp:418] score_pool3 -> score_pool3 2239 I1213 12:14:09.243181 1380 net.cpp:150] Setting up score_pool3 2240 I1213 12:14:09.243682 1380 net.cpp:157] Top shape: 1 21 53 53 (58989) 2241 I1213 12:14:09.244182 1380 net.cpp:165] Memory required for data: 426208232 2242 I1213 12:14:09.244684 1380 layer_factory.hpp:77] Creating layer score_pool3c 2243 I1213 12:14:09.245184 1380 net.cpp:100] Creating Layer score_pool3c 2244 I1213 12:14:09.246685 1380 net.cpp:444] score_pool3c <- score_pool3 2245 I1213 12:14:09.247186 1380 net.cpp:444] score_pool3c <- upscore_pool4_upscore_pool4_0_split_0 2246 I1213 12:14:09.247687 1380 net.cpp:418] score_pool3c -> score_pool3c 2247 I1213 12:14:09.248687 1380 net.cpp:150] Setting up score_pool3c 2248 I1213 12:14:09.248687 1380 net.cpp:157] Top shape: 1 21 38 38 (30324) 2249 I1213 12:14:09.249187 1380 net.cpp:165] Memory required for data: 426329528 2250 I1213 12:14:09.250187 1380 layer_factory.hpp:77] Creating layer fuse_pool3 2251 I1213 12:14:09.250687 1380 net.cpp:100] Creating Layer fuse_pool3 2252 I1213 12:14:09.251188 1380 net.cpp:444] fuse_pool3 <- upscore_pool4_upscore_pool4_0_split_1 2253 I1213 12:14:09.251688 1380 net.cpp:444] fuse_pool3 <- score_pool3c 2254 I1213 12:14:09.252189 1380 net.cpp:418] fuse_pool3 -> fuse_pool3 2255 I1213 12:14:09.252689 1380 net.cpp:150] Setting up fuse_pool3 2256 I1213 12:14:09.253190 1380 net.cpp:157] Top shape: 1 21 38 38 (30324) 2257 I1213 12:14:09.253690 1380 net.cpp:165] Memory required for data: 426450824 2258 I1213 12:14:09.254191 1380 layer_factory.hpp:77] Creating layer upscore8 2259 I1213 12:14:09.255190 1380 net.cpp:100] Creating Layer upscore8 2260 I1213 12:14:09.255691 1380 net.cpp:444] upscore8 <- fuse_pool3 2261 I1213 12:14:09.256192 1380 net.cpp:418] upscore8 -> upscore8 2262 I1213 12:14:09.257701 1380 net.cpp:150] Setting up upscore8 2263 I1213 12:14:09.258193 1380 net.cpp:157] Top shape: 1 21 312 312 (2044224) 2264 I1213 12:14:09.258694 1380 net.cpp:165] Memory required for data: 434627720 2265 I1213 12:14:09.259194 1380 layer_factory.hpp:77] Creating layer score 2266 I1213 12:14:09.259694 1380 net.cpp:100] Creating Layer score 2267 I1213 12:14:09.260195 1380 net.cpp:444] score <- upscore8 2268 I1213 12:14:09.260695 1380 net.cpp:444] score <- data_data_0_split_1 2269 I1213 12:14:09.262195 1380 net.cpp:418] score -> score 2270 I1213 12:14:09.263198 1380 net.cpp:150] Setting up score 2271 I1213 12:14:09.263696 1380 net.cpp:157] Top shape: 1 21 224 224 (1053696) 2272 I1213 12:14:09.264197 1380 net.cpp:165] Memory required for data: 438842504 2273 I1213 12:14:09.264698 1380 layer_factory.hpp:77] Creating layer score_score_0_split 2274 I1213 12:14:09.265198 1380 net.cpp:100] Creating Layer score_score_0_split 2275 I1213 12:14:09.265699 1380 net.cpp:444] score_score_0_split <- score 2276 I1213 12:14:09.266199 1380 net.cpp:418] score_score_0_split -> score_score_0_split_0 2277 I1213 12:14:09.266700 1380 net.cpp:418] score_score_0_split -> score_score_0_split_1 2278 I1213 12:14:09.267200 1380 net.cpp:150] Setting up score_score_0_split 2279 I1213 12:14:09.267700 1380 net.cpp:157] Top shape: 1 21 224 224 (1053696) 2280 I1213 12:14:09.268200 1380 net.cpp:157] Top shape: 1 21 224 224 (1053696) 2281 I1213 12:14:09.268700 1380 net.cpp:165] Memory required for data: 447272072 2282 I1213 12:14:09.269201 1380 layer_factory.hpp:77] Creating layer accuracy 2283 I1213 12:14:09.269701 1380 net.cpp:100] Creating Layer accuracy 2284 I1213 12:14:09.270202 1380 net.cpp:444] accuracy <- score_score_0_split_0 2285 I1213 12:14:09.270702 1380 net.cpp:444] accuracy <- label_label_0_split_0 2286 I1213 12:14:09.271703 1380 net.cpp:418] accuracy -> accuracy 2287 I1213 12:14:09.272202 1380 net.cpp:150] Setting up accuracy 2288 I1213 12:14:09.272703 1380 net.cpp:157] Top shape: (1) 2289 I1213 12:14:09.273203 1380 net.cpp:165] Memory required for data: 447272076 2290 I1213 12:14:09.273704 1380 layer_factory.hpp:77] Creating layer loss 2291 I1213 12:14:09.274204 1380 net.cpp:100] Creating Layer loss 2292 I1213 12:14:09.274704 1380 net.cpp:444] loss <- score_score_0_split_1 2293 I1213 12:14:09.275205 1380 net.cpp:444] loss <- label_label_0_split_1 2294 I1213 12:14:09.275707 1380 net.cpp:418] loss -> loss 2295 I1213 12:14:09.276206 1380 layer_factory.hpp:77] Creating layer loss 2296 I1213 12:14:09.279708 1380 net.cpp:150] Setting up loss 2297 I1213 12:14:09.280208 1380 net.cpp:157] Top shape: (1) 2298 I1213 12:14:09.280709 1380 net.cpp:160] with loss weight 1 2299 I1213 12:14:09.281208 1380 net.cpp:165] Memory required for data: 447272080 2300 I1213 12:14:09.281708 1380 net.cpp:226] loss needs backward computation. 2301 I1213 12:14:09.282209 1380 net.cpp:228] accuracy does not need backward computation. 2302 I1213 12:14:09.282709 1380 net.cpp:226] score_score_0_split needs backward computation. 2303 I1213 12:14:09.283210 1380 net.cpp:226] score needs backward computation. 2304 I1213 12:14:09.283710 1380 net.cpp:226] upscore8 needs backward computation. 2305 I1213 12:14:09.284210 1380 net.cpp:226] fuse_pool3 needs backward computation. 2306 I1213 12:14:09.284711 1380 net.cpp:226] score_pool3c needs backward computation. 2307 I1213 12:14:09.285212 1380 net.cpp:226] score_pool3 needs backward computation. 2308 I1213 12:14:09.285712 1380 net.cpp:226] upscore_pool4_upscore_pool4_0_split needs backward computation. 2309 I1213 12:14:09.286212 1380 net.cpp:226] upscore_pool4 needs backward computation. 2310 I1213 12:14:09.286712 1380 net.cpp:226] fuse_pool4 needs backward computation. 2311 I1213 12:14:09.287214 1380 net.cpp:226] score_pool4c needs backward computation. 2312 I1213 12:14:09.287714 1380 net.cpp:226] score_pool4 needs backward computation. 2313 I1213 12:14:09.288714 1380 net.cpp:226] upscore2_upscore2_0_split needs backward computation. 2314 I1213 12:14:09.289214 1380 net.cpp:226] upscore2 needs backward computation. 2315 I1213 12:14:09.289715 1380 net.cpp:226] score_fr needs backward computation. 2316 I1213 12:14:09.290215 1380 net.cpp:226] drop7 needs backward computation. 2317 I1213 12:14:09.290715 1380 net.cpp:226] relu7 needs backward computation. 2318 I1213 12:14:09.291216 1380 net.cpp:226] fc7 needs backward computation. 2319 I1213 12:14:09.291716 1380 net.cpp:226] drop6 needs backward computation. 2320 I1213 12:14:09.293217 1380 net.cpp:226] relu6 needs backward computation. 2321 I1213 12:14:09.294219 1380 net.cpp:226] fc6 needs backward computation. 2322 I1213 12:14:09.294718 1380 net.cpp:226] pool5 needs backward computation. 2323 I1213 12:14:09.295218 1380 net.cpp:226] relu5_3 needs backward computation. 2324 I1213 12:14:09.295719 1380 net.cpp:226] conv5_3 needs backward computation. 2325 I1213 12:14:09.296221 1380 net.cpp:226] relu5_2 needs backward computation. 2326 I1213 12:14:09.297220 1380 net.cpp:226] conv5_2 needs backward computation. 2327 I1213 12:14:09.297721 1380 net.cpp:226] relu5_1 needs backward computation. 2328 I1213 12:14:09.298221 1380 net.cpp:226] conv5_1 needs backward computation. 2329 I1213 12:14:09.298722 1380 net.cpp:226] pool4_pool4_0_split needs backward computation. 2330 I1213 12:14:09.299222 1380 net.cpp:226] pool4 needs backward computation. 2331 I1213 12:14:09.299722 1380 net.cpp:226] relu4_3 needs backward computation. 2332 I1213 12:14:09.300222 1380 net.cpp:226] conv4_3 needs backward computation. 2333 I1213 12:14:09.300724 1380 net.cpp:226] relu4_2 needs backward computation. 2334 I1213 12:14:09.301223 1380 net.cpp:226] conv4_2 needs backward computation. 2335 I1213 12:14:09.301725 1380 net.cpp:226] relu4_1 needs backward computation. 2336 I1213 12:14:09.302224 1380 net.cpp:226] conv4_1 needs backward computation. 2337 I1213 12:14:09.302724 1380 net.cpp:226] pool3_pool3_0_split needs backward computation. 2338 I1213 12:14:09.303225 1380 net.cpp:226] pool3 needs backward computation. 2339 I1213 12:14:09.303725 1380 net.cpp:226] relu3_3 needs backward computation. 2340 I1213 12:14:09.304225 1380 net.cpp:226] conv3_3 needs backward computation. 2341 I1213 12:14:09.305227 1380 net.cpp:226] relu3_2 needs backward computation. 2342 I1213 12:14:09.305727 1380 net.cpp:226] conv3_2 needs backward computation. 2343 I1213 12:14:09.306226 1380 net.cpp:226] relu3_1 needs backward computation. 2344 I1213 12:14:09.306726 1380 net.cpp:226] conv3_1 needs backward computation. 2345 I1213 12:14:09.307227 1380 net.cpp:226] pool2 needs backward computation. 2346 I1213 12:14:09.309229 1380 net.cpp:226] relu2_2 needs backward computation. 2347 I1213 12:14:09.310231 1380 net.cpp:226] conv2_2 needs backward computation. 2348 I1213 12:14:09.310731 1380 net.cpp:226] relu2_1 needs backward computation. 2349 I1213 12:14:09.311230 1380 net.cpp:226] conv2_1 needs backward computation. 2350 I1213 12:14:09.311731 1380 net.cpp:226] pool1 needs backward computation. 2351 I1213 12:14:09.312232 1380 net.cpp:226] relu1_2 needs backward computation. 2352 I1213 12:14:09.312731 1380 net.cpp:226] conv1_2 needs backward computation. 2353 I1213 12:14:09.313232 1380 net.cpp:226] relu1_1 needs backward computation. 2354 I1213 12:14:09.313732 1380 net.cpp:226] conv1_1 needs backward computation. 2355 I1213 12:14:09.314234 1380 net.cpp:228] label_label_0_split does not need backward computation. 2356 I1213 12:14:09.314733 1380 net.cpp:228] label does not need backward computation. 2357 I1213 12:14:09.315233 1380 net.cpp:228] data_data_0_split does not need backward computation. 2358 I1213 12:14:09.315734 1380 net.cpp:228] data does not need backward computation. 2359 I1213 12:14:09.316234 1380 net.cpp:270] This network produces output accuracy 2360 I1213 12:14:09.316735 1380 net.cpp:270] This network produces output loss 2361 I1213 12:14:09.317235 1380 net.cpp:283] Network initialization done. 2362 I1213 12:14:09.318235 1380 solver.cpp:60] Solver scaffolding done. 2363 I1213 12:14:09.320236 1380 caffe.cpp:155] Finetuning from fcn8s-heavy-pascal.caffemodel 2364 I1213 12:14:13.756211 1380 net.cpp:774] Copying source layer data 2365 I1213 12:14:13.756702 1380 net.cpp:774] Copying source layer data_data_0_split 2366 I1213 12:14:13.757203 1380 net.cpp:774] Copying source layer conv1_1 2367 I1213 12:14:13.757203 1380 net.cpp:774] Copying source layer relu1_1 2368 I1213 12:14:13.757704 1380 net.cpp:774] Copying source layer conv1_2 2369 I1213 12:14:13.757704 1380 net.cpp:774] Copying source layer relu1_2 2370 I1213 12:14:13.758203 1380 net.cpp:774] Copying source layer pool1 2371 I1213 12:14:13.758203 1380 net.cpp:774] Copying source layer conv2_1 2372 I1213 12:14:13.758703 1380 net.cpp:774] Copying source layer relu2_1 2373 I1213 12:14:13.758703 1380 net.cpp:774] Copying source layer conv2_2 2374 I1213 12:14:13.759204 1380 net.cpp:774] Copying source layer relu2_2 2375 I1213 12:14:13.759704 1380 net.cpp:774] Copying source layer pool2 2376 I1213 12:14:13.759704 1380 net.cpp:774] Copying source layer conv3_1 2377 I1213 12:14:13.760705 1380 net.cpp:774] Copying source layer relu3_1 2378 I1213 12:14:13.760705 1380 net.cpp:774] Copying source layer conv3_2 2379 I1213 12:14:13.762207 1380 net.cpp:774] Copying source layer relu3_2 2380 I1213 12:14:13.762207 1380 net.cpp:774] Copying source layer conv3_3 2381 I1213 12:14:13.763208 1380 net.cpp:774] Copying source layer relu3_3 2382 I1213 12:14:13.763707 1380 net.cpp:774] Copying source layer pool3 2383 I1213 12:14:13.763707 1380 net.cpp:774] Copying source layer pool3_pool3_0_split 2384 I1213 12:14:13.764207 1380 net.cpp:774] Copying source layer conv4_1 2385 I1213 12:14:13.766211 1380 net.cpp:774] Copying source layer relu4_1 2386 I1213 12:14:13.767215 1380 net.cpp:774] Copying source layer conv4_2 2387 I1213 12:14:13.771214 1380 net.cpp:774] Copying source layer relu4_2 2388 I1213 12:14:13.771714 1380 net.cpp:774] Copying source layer conv4_3 2389 I1213 12:14:13.774719 1380 net.cpp:774] Copying source layer relu4_3 2390 I1213 12:14:13.775215 1380 net.cpp:774] Copying source layer pool4 2391 I1213 12:14:13.775215 1380 net.cpp:774] Copying source layer pool4_pool4_0_split 2392 I1213 12:14:13.775717 1380 net.cpp:774] Copying source layer conv5_1 2393 I1213 12:14:13.779729 1380 net.cpp:774] Copying source layer relu5_1 2394 I1213 12:14:13.779729 1380 net.cpp:774] Copying source layer conv5_2 2395 I1213 12:14:13.784723 1380 net.cpp:774] Copying source layer relu5_2 2396 I1213 12:14:13.784723 1380 net.cpp:774] Copying source layer conv5_3 2397 I1213 12:14:13.789227 1380 net.cpp:774] Copying source layer relu5_3 2398 I1213 12:14:13.789227 1380 net.cpp:774] Copying source layer pool5 2399 I1213 12:14:13.789726 1380 net.cpp:774] Copying source layer fc6 2400 I1213 12:14:13.927826 1380 net.cpp:774] Copying source layer relu6 2401 I1213 12:14:13.928326 1380 net.cpp:774] Copying source layer drop6 2402 I1213 12:14:13.928825 1380 net.cpp:774] Copying source layer fc7 2403 I1213 12:14:13.949340 1380 net.cpp:774] Copying source layer relu7 2404 I1213 12:14:13.949340 1380 net.cpp:774] Copying source layer drop7 2405 I1213 12:14:13.949841 1380 net.cpp:774] Copying source layer score_fr 2406 I1213 12:14:13.950340 1380 net.cpp:774] Copying source layer upscore2 2407 I1213 12:14:13.950340 1380 net.cpp:774] Copying source layer upscore2_upscore2_0_split 2408 I1213 12:14:13.950840 1380 net.cpp:774] Copying source layer score_pool4 2409 I1213 12:14:13.950840 1380 net.cpp:774] Copying source layer score_pool4c 2410 I1213 12:14:13.951341 1380 net.cpp:774] Copying source layer fuse_pool4 2411 I1213 12:14:13.951341 1380 net.cpp:774] Copying source layer upscore_pool4 2412 I1213 12:14:13.952844 1380 net.cpp:774] Copying source layer upscore_pool4_upscore_pool4_0_split 2413 I1213 12:14:13.953343 1380 net.cpp:774] Copying source layer score_pool3 2414 I1213 12:14:13.953842 1380 net.cpp:774] Copying source layer score_pool3c 2415 I1213 12:14:13.953842 1380 net.cpp:774] Copying source layer fuse_pool3 2416 I1213 12:14:13.954344 1380 net.cpp:774] Copying source layer upscore8 2417 I1213 12:14:13.954843 1380 net.cpp:774] Copying source layer score 2418 I1213 12:14:13.954843 1380 net.cpp:774] Copying source layer loss 2419 I1213 12:14:14.854532 1380 net.cpp:774] Copying source layer data 2420 I1213 12:14:14.855533 1380 net.cpp:774] Copying source layer data_data_0_split 2421 I1213 12:14:14.856040 1380 net.cpp:774] Copying source layer conv1_1 2422 I1213 12:14:14.856040 1380 net.cpp:774] Copying source layer relu1_1 2423 I1213 12:14:14.856533 1380 net.cpp:774] Copying source layer conv1_2 2424 I1213 12:14:14.857034 1380 net.cpp:774] Copying source layer relu1_2 2425 I1213 12:14:14.857034 1380 net.cpp:774] Copying source layer pool1 2426 I1213 12:14:14.857533 1380 net.cpp:774] Copying source layer conv2_1 2427 I1213 12:14:14.857533 1380 net.cpp:774] Copying source layer relu2_1 2428 I1213 12:14:14.858036 1380 net.cpp:774] Copying source layer conv2_2 2429 I1213 12:14:14.858536 1380 net.cpp:774] Copying source layer relu2_2 2430 I1213 12:14:14.858536 1380 net.cpp:774] Copying source layer pool2 2431 I1213 12:14:14.858536 1380 net.cpp:774] Copying source layer conv3_1 2432 I1213 12:14:14.859539 1380 net.cpp:774] Copying source layer relu3_1 2433 I1213 12:14:14.859539 1380 net.cpp:774] Copying source layer conv3_2 2434 I1213 12:14:14.860539 1380 net.cpp:774] Copying source layer relu3_2 2435 I1213 12:14:14.860539 1380 net.cpp:774] Copying source layer conv3_3 2436 I1213 12:14:14.861539 1380 net.cpp:774] Copying source layer relu3_3 2437 I1213 12:14:14.861539 1380 net.cpp:774] Copying source layer pool3 2438 I1213 12:14:14.863039 1380 net.cpp:774] Copying source layer pool3_pool3_0_split 2439 I1213 12:14:14.864039 1380 net.cpp:774] Copying source layer conv4_1 2440 I1213 12:14:14.865545 1380 net.cpp:774] Copying source layer relu4_1 2441 I1213 12:14:14.866041 1380 net.cpp:774] Copying source layer conv4_2 2442 I1213 12:14:14.869045 1380 net.cpp:774] Copying source layer relu4_2 2443 I1213 12:14:14.869045 1380 net.cpp:774] Copying source layer conv4_3 2444 I1213 12:14:14.873046 1380 net.cpp:774] Copying source layer relu4_3 2445 I1213 12:14:14.873545 1380 net.cpp:774] Copying source layer pool4 2446 I1213 12:14:14.874047 1380 net.cpp:774] Copying source layer pool4_pool4_0_split 2447 I1213 12:14:14.875052 1380 net.cpp:774] Copying source layer conv5_1 2448 I1213 12:14:14.878060 1380 net.cpp:774] Copying source layer relu5_1 2449 I1213 12:14:14.878548 1380 net.cpp:774] Copying source layer conv5_2 2450 I1213 12:14:14.882055 1380 net.cpp:774] Copying source layer relu5_2 2451 I1213 12:14:14.883080 1380 net.cpp:774] Copying source layer conv5_3 2452 I1213 12:14:14.886059 1380 net.cpp:774] Copying source layer relu5_3 2453 I1213 12:14:14.886555 1380 net.cpp:774] Copying source layer pool5 2454 I1213 12:14:14.887054 1380 net.cpp:774] Copying source layer fc6 2455 I1213 12:14:15.006645 1380 net.cpp:774] Copying source layer relu6 2456 I1213 12:14:15.006645 1380 net.cpp:774] Copying source layer drop6 2457 I1213 12:14:15.007140 1380 net.cpp:774] Copying source layer fc7 2458 I1213 12:14:15.030658 1380 net.cpp:774] Copying source layer relu7 2459 I1213 12:14:15.031158 1380 net.cpp:774] Copying source layer drop7 2460 I1213 12:14:15.032158 1380 net.cpp:774] Copying source layer score_fr 2461 I1213 12:14:15.034660 1380 net.cpp:774] Copying source layer upscore2 2462 I1213 12:14:15.035661 1380 net.cpp:774] Copying source layer upscore2_upscore2_0_split 2463 I1213 12:14:15.036164 1380 net.cpp:774] Copying source layer score_pool4 2464 I1213 12:14:15.036666 1380 net.cpp:774] Copying source layer score_pool4c 2465 I1213 12:14:15.036666 1380 net.cpp:774] Copying source layer fuse_pool4 2466 I1213 12:14:15.037163 1380 net.cpp:774] Copying source layer upscore_pool4 2467 I1213 12:14:15.037163 1380 net.cpp:774] Copying source layer upscore_pool4_upscore_pool4_0_split 2468 I1213 12:14:15.038663 1380 net.cpp:774] Copying source layer score_pool3 2469 I1213 12:14:15.038663 1380 net.cpp:774] Copying source layer score_pool3c 2470 I1213 12:14:15.039165 1380 net.cpp:774] Copying source layer fuse_pool3 2471 I1213 12:14:15.039664 1380 net.cpp:774] Copying source layer upscore8 2472 I1213 12:14:15.040163 1380 net.cpp:774] Copying source layer score 2473 I1213 12:14:15.042166 1380 net.cpp:774] Copying source layer loss 2474 I1213 12:14:15.088698 1380 caffe.cpp:252] Starting Optimization 2475 I1213 12:14:15.089200 1380 solver.cpp:279] Solving 2476 I1213 12:14:15.090199 1380 solver.cpp:280] Learning Rate Policy: fixed 2477 I1213 12:14:15.136232 1380 solver.cpp:337] Iteration 0, Testing net (#0) 2478 I1213 12:14:26.184625 1380 solver.cpp:404] Test net output #0: accuracy = 1 2479 I1213 12:14:26.184625 1380 solver.cpp:404] Test net output #1: loss = 5.40403 (* 1 = 5.40403 loss) 2480 I1213 12:14:26.345742 1380 solver.cpp:228] Iteration 0, loss = 10.3912 2481 I1213 12:14:26.346242 1380 solver.cpp:244] Train net output #0: loss = 10.3912 (* 1 = 10.3912 loss) 2482 I1213 12:14:26.346741 1380 sgd_solver.cpp:106] Iteration 0, lr = 1e-014 2483 I1213 12:14:36.910781 1380 solver.cpp:228] Iteration 20, loss = 2.21905 2484 I1213 12:14:36.910781 1380 solver.cpp:244] Train net output #0: loss = 2.21906 (* 1 = 2.21906 loss) 2485 I1213 12:14:36.911775 1380 sgd_solver.cpp:106] Iteration 20, lr = 1e-014 2486 I1213 12:14:47.624909 1380 solver.cpp:228] Iteration 40, loss = 4.72848 2487 I1213 12:14:47.625411 1380 solver.cpp:244] Train net output #0: loss = 4.72848 (* 1 = 4.72848 loss) 2488 I1213 12:14:47.625911 1380 sgd_solver.cpp:106] Iteration 40, lr = 1e-014 2489 I1213 12:14:58.325038 1380 solver.cpp:228] Iteration 60, loss = 2.64817 2490 I1213 12:14:58.325539 1380 solver.cpp:244] Train net output #0: loss = 2.64817 (* 1 = 2.64817 loss) 2491 I1213 12:14:58.329041 1380 sgd_solver.cpp:106] Iteration 60, lr = 1e-014 2492 I1213 12:15:08.973148 1380 solver.cpp:228] Iteration 80, loss = 2.92758 2493 I1213 12:15:08.973649 1380 solver.cpp:244] Train net output #0: loss = 2.92758 (* 1 = 2.92758 loss) 2494 I1213 12:15:08.973649 1380 sgd_solver.cpp:106] Iteration 80, lr = 1e-014 2495 I1213 12:15:19.647307 1380 solver.cpp:228] Iteration 100, loss = 2.62991 2496 I1213 12:15:19.647807 1380 solver.cpp:244] Train net output #0: loss = 2.62992 (* 1 = 2.62992 loss) 2497 I1213 12:15:19.648298 1380 sgd_solver.cpp:106] Iteration 100, lr = 1e-014 2498 I1213 12:15:30.322911 1380 solver.cpp:228] Iteration 120, loss = 4.65416 2499 I1213 12:15:30.322911 1380 solver.cpp:244] Train net output #0: loss = 4.65416 (* 1 = 4.65416 loss) 2500 I1213 12:15:30.323411 1380 sgd_solver.cpp:106] Iteration 120, lr = 1e-014 2501 I1213 12:15:40.963016 1380 solver.cpp:228] Iteration 140, loss = 4.19446 2502 I1213 12:15:40.963515 1380 solver.cpp:244] Train net output #0: loss = 4.19446 (* 1 = 4.19446 loss) 2503 I1213 12:15:40.964017 1380 sgd_solver.cpp:106] Iteration 140, lr = 1e-014 2504 I1213 12:15:51.605111 1380 solver.cpp:228] Iteration 160, loss = 3.29427 2505 I1213 12:15:51.605111 1380 solver.cpp:244] Train net output #0: loss = 3.29427 (* 1 = 3.29427 loss) 2506 I1213 12:15:51.605613 1380 sgd_solver.cpp:106] Iteration 160, lr = 1e-014 2507 I1213 12:16:02.237191 1380 solver.cpp:228] Iteration 180, loss = 5.40818 2508 I1213 12:16:02.237690 1380 solver.cpp:244] Train net output #0: loss = 5.40819 (* 1 = 5.40819 loss) 2509 I1213 12:16:02.237690 1380 sgd_solver.cpp:106] Iteration 180, lr = 1e-014 2510 I1213 12:16:12.995949 1380 solver.cpp:228] Iteration 200, loss = 7.47552 2511 I1213 12:16:12.996439 1380 solver.cpp:244] Train net output #0: loss = 7.47552 (* 1 = 7.47552 loss) 2512 I1213 12:16:12.996948 1380 sgd_solver.cpp:106] Iteration 200, lr = 1e-014 2513 I1213 12:16:23.705600 1380 solver.cpp:228] Iteration 220, loss = 5.60802 2514 I1213 12:16:23.705600 1380 solver.cpp:244] Train net output #0: loss = 5.60802 (* 1 = 5.60802 loss) 2515 I1213 12:16:23.706099 1380 sgd_solver.cpp:106] Iteration 220, lr = 1e-014 2516 I1213 12:16:34.293746 1380 solver.cpp:228] Iteration 240, loss = 2.95836 2517 I1213 12:16:34.294245 1380 solver.cpp:244] Train net output #0: loss = 2.95836 (* 1 = 2.95836 loss) 2518 I1213 12:16:34.294746 1380 sgd_solver.cpp:106] Iteration 240, lr = 1e-014 2519 I1213 12:16:44.911836 1380 solver.cpp:228] Iteration 260, loss = 3.27787 2520 I1213 12:16:44.912346 1380 solver.cpp:244] Train net output #0: loss = 3.27787 (* 1 = 3.27787 loss) 2521 I1213 12:16:44.912838 1380 sgd_solver.cpp:106] Iteration 260, lr = 1e-014 2522 I1213 12:16:55.712539 1380 solver.cpp:228] Iteration 280, loss = 3.04385 2523 I1213 12:16:55.713040 1380 solver.cpp:244] Train net output #0: loss = 3.04386 (* 1 = 3.04386 loss) 2524 I1213 12:16:55.713040 1380 sgd_solver.cpp:106] Iteration 280, lr = 1e-014 2525 I1213 12:17:06.361131 1380 solver.cpp:228] Iteration 300, loss = 3.75074 2526 I1213 12:17:06.361637 1380 solver.cpp:244] Train net output #0: loss = 3.75075 (* 1 = 3.75075 loss) 2527 I1213 12:17:06.362130 1380 sgd_solver.cpp:106] Iteration 300, lr = 1e-014 2528 I1213 12:17:17.130873 1380 solver.cpp:228] Iteration 320, loss = 2.53425 2529 I1213 12:17:17.131374 1380 solver.cpp:244] Train net output #0: loss = 2.53425 (* 1 = 2.53425 loss) 2530 I1213 12:17:17.131873 1380 sgd_solver.cpp:106] Iteration 320, lr = 1e-014 2531 I1213 12:17:26.238867 1380 solver.cpp:337] Iteration 338, Testing net (#0) 2532 I1213 12:17:37.551930 1380 solver.cpp:404] Test net output #0: accuracy = 1 2533 I1213 12:17:37.552439 1380 solver.cpp:404] Test net output #1: loss = 5.40402 (* 1 = 5.40402 loss) 2534 I1213 12:17:38.718762 1380 solver.cpp:228] Iteration 340, loss = 3.97111 2535 I1213 12:17:38.718762 1380 solver.cpp:244] Train net output #0: loss = 3.97111 (* 1 = 3.97111 loss) 2536 I1213 12:17:38.719262 1380 sgd_solver.cpp:106] Iteration 340, lr = 1e-014 2537 I1213 12:17:49.461891 1380 solver.cpp:228] Iteration 360, loss = 3.32952 2538 I1213 12:17:49.462391 1380 solver.cpp:244] Train net output #0: loss = 3.32952 (* 1 = 3.32952 loss) 2539 I1213 12:17:49.462893 1380 sgd_solver.cpp:106] Iteration 360, lr = 1e-014 2540 I1213 12:18:00.222075 1380 solver.cpp:228] Iteration 380, loss = 5.11817