目标检测的结果,包含了实例的边界坐标点。
可以根据坐标点,从原图中,将子图扣取出来。
# -*- encoding: utf-8 -*-
"""
@date: 2021/5/7 11:06 上午
@author: xuehuiping
"""
import cv2
import numpy as np
'''从预测的坐标,取出子图,下一步文字识别'''
def get_points(line):
'''
解析坐标点
:param line:
:return:
'''
category_id = 0
if len(line.strip().split(' ')) == 2:
category_id, line = line.strip().split(' ')
values = line.strip().split(',')
i = 0
points = []
while i < len(values) - 2:
x = values[i]
y = values[i + 1]
x = int(x)
y = int(y)
points.append((x, y))
print('({},{})'.format(x, y), end=',')
i = i + 2
print('
')
return category_id, points
def get_masked_img(img_name, index, category_id, area):
'''
获取区域子图
:param img_name: 图片名称
:param index: 第几个子图
:param category_id: 类别id
:param area: 区域坐标点
:return:
'''
img = cv2.imread(img_name)
rows = img.shape[0]
cols = img.shape[1]
channels = img.shape[2]
mask = np.zeros(img.shape, dtype=np.uint8)
# 输入点的坐标
roi_corners = np.array(
[area],
dtype=np.int32)
channel_count = channels
ignore_mask_color = (255,) * channel_count
# 创建mask层
cv2.fillPoly(mask, roi_corners, ignore_mask_color)
# 为每个像素进行与操作,除mask区域外,全为0
masked_image = cv2.bitwise_and(img, mask)
# cv2.imshow("tgt", masked_image)
# cv2.waitKey(0)
# 第X片区域,类别是X
cv2.imwrite('cut_result/' + img_name.split('/')[-1] + '_region_{}_category_{}.png'.format(index, category_id),
masked_image)
img_name = 'test_and_result/IMG_3882.JPG.png'
lines = open('test_and_result/IMG_3882.JPG.png.region.txt').readlines()
print('共标记{}处'.format(len(lines)))
index = 0
for line in lines:
index = index + 1
category_id, area = get_points(line)
get_masked_img(img_name, index, category_id, area)
文件IMG_3882.JPG.png.region.txt
内容:
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