Semantic segmentation for grayscale image

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Zara Khan
Zara Khan 2022-6-27
评论： Walter Roberson 2022-6-30
How can implement semantic segmentation for gray scale image? How to train that network?
  2 个评论
Walter Roberson
Walter Roberson 2022-6-27
Yes. At worst case, repmat() the grayscale along the third dimension to make it an RGB image.
Zara Khan
Zara Khan 2022-6-28
I have also RGB images. But how to implement the concept ? Means how to train that network?

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回答（2 个）

Image Analyst
Image Analyst 2022-6-27
Start here:
https://www.mathworks.com/help/vision/ug/semantic-segmentation-using-deep-learning.html
I'm working on a simplified version where you simply just locate your input images, and labeled images folder but it's not ready to share yet.
  2 个评论
Zara Khan
Zara Khan 2022-6-28
Have gone through this link. Is it applicable for any image?
clc; clear all; close all;
data = load('triangleSegmentationNetwork');
net = data.net;
net.Layers;
I = imread('E:\image1.png');
[C,scores] = semanticseg(I,net,'MiniBatchSize',32);
B = labeloverlay(I, C);
figure
imshow(B);
figure
imagesc(scores)
axis square
colorbar
BW = C == 'triangle';
figure
imshow(BW)
Not working
Image Analyst
Image Analyst 2022-6-28
If the Mathworks demo isn't working then make sure your input is correct (whether color image or gray scale, and size of image, if that matters). If it is correct then call tech support and tell them the demo doesn't work.

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Zara Khan
Zara Khan 2022-6-28
It may be that my implementation is not right. I just checked. And asked whether I am doing the right thing
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Zara Khan
Zara Khan 2022-6-30
In the above example I can see the triangle. But in case of sign languages I am only getting white rectangle region. Apart from using this triangle method is there any way for semantic segmentation? How can only segment hand signs from background in this case?
Walter Roberson
Walter Roberson 2022-6-30
@Zara Khan
Perhaps you should be training your own network; see https://www.mathworks.com/help/deeplearning/ug/create-simple-semantic-segmentation-network-in-deep-network-designer.html
The pre-trained Triangle Semantic Segmentation Network might simply be too weak for your purposes, especially since your sample sign images are not very triangular.

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