Python and 16 Bit Tiff

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遇见更好的自我
遇见更好的自我 2020-12-05 08:24

How can I convert and save a 16 bit single-channel TIF in Python?

I can load a 16 and 32 bit image without an issue, and see that the 32 bit image is mode F

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  •  星月不相逢
    2020-12-05 09:10

    Stumbled on this thread trying to save 16 bit TIFF images with PIL / numpy.

    Versions: python 2.7.1 - numpy 1.6.1 - PIL 1.1.7

    Here's a quick test I wrote. uint16 numpy array -> converted to string -> converted to a PIL image of type 'I;16' -> saved as a 16 bit TIFF.

    Opening the image in ImageJ shows the right horizontal gradient pattern and the image type is 'Bits per pixel: 16 (unsigned)'

    import Image
    import numpy
    
    data = numpy.zeros((1024,1024),numpy.uint16)
    
    h,w = data.shape
    
    for i in range(h):
        data[i,:] = numpy.arange(w)
    
    im = Image.fromstring('I;16',(w,h),data.tostring())
    im.save('test_16bit.tif')
    

    edit: As of 1.1.7, PIL does not support writing compressed files, but pylibtiff does (lzw compression). The test code thus becomes (tested with pylibtiff 0.3):

    import Image
    import numpy
    from libtiff import TIFFimage
    
    data = numpy.zeros((1024,1024),numpy.uint16)
    
    h,w = data.shape
    
    for i in range(w):
        data[:,i] = numpy.arange(h)
    
    tiff = TIFFimage(data, description='')
    tiff.write_file('test_16bit.tif', compression='lzw')
    #flush the file to disk:
    del tiff
    

    Please note: test code changed to generate a vertical gradient otherwise, no compression achieved (refer to warning: pylibtiff currently supports reading and writing images that are stored using TIFF strips).

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