[scikit-image] pixel value changes during reading image and showing images using skimage and matplotlib

wine lover winecoding at gmail.com
Sun Dec 11 14:03:56 EST 2016


Hi Imanol,

It works fine now, thanks for your suggestions.

Regarding the second part of my question. If I read the image using
matlibplot instead of skimage,
i.e.,  output=plt.imread(os.path.join(image_path,raw_image_name))

I found that the pixel values of output were all changed, and they becomes
either 255. or 0. which causes the image shown as all black. What are the
possible reasons for plt.imread. Thanks.

Yuanyuan

On Sun, Dec 11, 2016 at 4:54 AM, Imanol Luengo <
imanol.luengo at nottingham.ac.uk> wrote:

> Dear Yuanyuan,
>
> The reason why you are looking at a *color* image is due to the colormaps:
>
> http://matplotlib.org/users/colormaps.html
>
> The default colormap (to map from numbers to colors) is not grayscale, as
> matplotlib is not primarly focus on images, and grayscale is not an
> *adequate* colormap to represent other types of plots.
>
> To properly visualize your image specify a colormap to the plot function:
>
>      plt.imshow(output, 'gray')
>
> Cheers,
>
> Imanol
>
> On 11/12/16 06:46, wine lover wrote:
>
> Dear All,
>
> I have a tif images, its type is float32, shape is (128*128) (a grayscale
> image). All the pixel values are of range [0.0, 1.0]
>
>  I am trying to read it using skimage and show it on screen using
> matplotlib.
>
> from skimage import ioimport matplotlib.pyplot as plt
> output=io.imread(os.path.join(image_path,raw_image_name))print(output.dtype)print(output.shape)print(output.max())print(output.min())
> plt.imshow(output)
> plt.show()
>
> The output image looks like color image instead of gray image as shown
> originally. I attached the screenshot as the capture-1.jpg.
>
> However, when I read the image using matplotlib instead,i.e.,
> output=plt.imread(os.path.join(image_path,raw_image_name)). I found that
> pixel value will become 255 and 0. The dtype is still float32. But when I
> print output, the pixel values are either 0. or 255.
>
> The output image will become black as shown in the second image
> (capture-2.jpg). I am confused how does this work? My guess is that there
> are some dtype changes happening during the reading image and showing
> image,
>
>
> Thanks,
>
> Yuanyuan
>
>
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