imageSegmentor_v3.py 文件源码

python
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项目:iFruitFly 作者: AdnanMuhib 项目源码 文件源码
def imageSegmentor(imageFilePath, matFilePath):      


    mat = readMatFile(matFilePath);                                             # read mat file                                 
    image = getImage(imageFilePath);                                            # input the image
    typeOfFruit = getTypeOfFruit(image);                                        # on basis of counting or temperature value there are 2 types of fruit

    plt.imshow(image);

    _fft = getFFT(image);
    _mag = getMag(_fft);
    _ang = getAngleInDegrees(_fft);    

    edges = edgeDetector(image);                                                # detects the edges of the image
    _segmentation = segmentation(image, typeOfFruit);                           # segments different parts of image    
    filteredImage = filterImageFromSegmentation(image, _segmentation);          # filter the object part of image

    outputMatrix = imageMapping(filteredImage, mat['IR']);                      # map the value part of the image and else 0

    prefix =  re.split('IR_|.pgm', imageFilePath)[0];
    postfix = re.split('IR_|.pgm', imageFilePath)[1];    
    nameOfFile = prefix + "csv_" 
    nameOfFile = nameOfFile + postfix;
    print(nameOfFile);    
    writeToCSV(outputMatrix, nameOfFile);                                      # write it to the CSV file
    writeFF2CSV(outputMatrix, _mag, _ang, nameOfFile);  

    fig, ((fig1, fig2), (fig3, fig4)) = plt.subplots(2, 2, figsize = (10, 8));  # subplot the different plots
    fig1.imshow(image, cmap = plt.cm.gray);                                     # colormap used here is gray    
    fig2.imshow(image, cmap = plt.cm.gray); 
    fig3.imshow(edges, cmap = plt.cm.gray);
    fig4.imshow(filteredImage, cmap = plt.cm.gray);

    return

# header file
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