How to obtain only a certain part from an image?

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hi I need to extract the hand part from an image. This the rgb form of the image.
and this is the hsv form of the image
can someone please tell me how can i extract only the hand part from this image. And in the below image after the hsv image how did they obtain the red color hand image?

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