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SimMIM discussion
SimMIM reviews and mentions
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My DL model mis-segment wrong objects with similar colors
It seems the segmentation task is complex. One thing that I can suggest that definitely worked for me is Self-supervised learning prior to training. The task of the sel-supervision is very important. In your case I suggest Masked Image Modeling because it does not rely heavily on shapes and colors but can leverage them if they exist. Check out SimMIM by Microsoft. https://arxiv.org/abs/2111.09886 . https://github.com/microsoft/simmim
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microsoft/SimMIM is an open source project licensed under MIT License which is an OSI approved license.
The primary programming language of SimMIM is Python.
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