• MATLAB中 histogram 和 imhist 的区别


    matlab有两个生成直方图的库函数,分别是imhist和histogram,二者有何区别呢?

    区别就是:

    • imhist
      • 官方help:imhist(I) calculates the histogram for the intensity image I and displays a plot of the histogram. The number of bins in the histogram is determined by the image type.
      • 可见,imhist的NumBins值是由图像类型决定的。若图像为uint8类型,则bin的数量为256,即[0:1:255]。
    • histogram(早期版本为hist,现在matlab已不建议使用hist了)

      • 官方help:
        histogram(X) creates a histogram plot of X. The histogram function uses an automatic binning algorithm that returns bins with a uniform width, chosen to cover the range of elements in X and reveal the underlying shape of the distribution. histogram displays the bins as rectangles such that the height of each rectangle indicates the number of elements in the bin.

                nbins — Number of bins
           Number of bins, specified as a positive integer. If you do not specify nbins, then histogram automatically calculates how many bins to use based on the values in X.

      • 可见,histogram的NumBins值可以人为设定,在未指定该参数时,系统将基于图像的灰度分布自动计算NumBins的值。

    例程:

     1 imgColor = imread('lena.jpg');
     2 imgGray = rgb2gray(imgColor);
     3 
     4 %% imhist
     5 figure('name', 'imhist'),
     6 imhist(imgGray);
     7 
     8 %% histogram
     9 figure('name', 'histogram auto'),
    10 % histogram函数自动计算NumBins值
    11 hist2 = histogram(imgGray);
    12 % Find the bin counts
    13 binCounts = hist2.Values;
    14 % Get bin number
    15 binNum = hist2.NumBins;
    16 
    17 %% histogram 指定NumBins值
    18 % Specify number of histogram bins
    19 figure('name', 'histogram256'),
    20 hist256 = histogram(imgGray, 256); % 等同于 imhist(imgGray)

    由运行结果也可看出,histogram(imgGray, 256)与imhist(imgGray),二者在最大bin的灰度累计值是一样的。

     

    reference

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  • 原文地址:https://www.cnblogs.com/gxcdream/p/7710729.html
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