SOLOV2: Multiple conflicting labels

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Kevin Willeford
Kevin Willeford 2023-10-18
I am using a SoloV2 network to segment the iris and sclera, the "colored" and "white" parts of the eyes, respectively. I am confused about the segmentation results. The trained network gets the mask shapes absolutely correct but labels them incorrectly. Moreover, it sometimes creates identical masks and assigns conflicting labels. I am a novice and unsure if this is because I need to continue training or if something else is amiss with the model.
I attached a sample drawn from the training set and a figure showing segmentation on a series of test images.
Training set sample:
Segmentation results:
Thanks.

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