Hand segmentation from an RGB and depth image obtained from kinect device

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Hi all. I am trying to use the dataset from this paper and segment hand from the image. I attach a sample RGB and depth image. I have written this code.
close all;
depth_map=load('3.txt');
imagesc(depth_map);
image=imread('4.jpg');
figur;imshow(image);
foo=depth_map;
min_v=min(foo(foo>0));
threshold=min_v+100;%threshold - varying this is not helping much but ofcourse will deteriorate
foo(foo>threshold)=0;
BW=imbinarize(foo);
figure; imshow(BW);%shown in result3.jpg file.
The result is shown in the result3,jpg file which is attached. As you can see even elbow comes. How do I segment just the hand? I am relatively new to RGB and depth images and kinect. Any help is greatly appreciated.
  5 个评论
Shyam verma
Shyam verma 2021-6-9
Hey! can you give the dataset as the link that you mentioned above for dataset is not working/showing error.
with regards
shyamverma345@gmail.com

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回答(1 个)

Image Analyst
Image Analyst 2017-8-19
If the person always has a black wrist band, then you should have 2 blobs, not 1, and then you can use bwareafilt() to extract the largest one, which will be the forearm, and then subtract that from the original mask to get only the hand.
forearmMask = bwareafilt(binaryImage, 1);
handMask = binaryImage & ~forearmMask;
  1 个评论
kowshik Thopalli
kowshik Thopalli 2017-8-19
Two issues. One I am not getting two blobs by using the code that I am doing. And it is very heuristic to select the threshold. Here in this example I have 100. But I have 1000 images and this number keeps varying.how to over come these? I have a feeling that what I am doing is not correct. Can you please show me the right path.

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