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training tip about ext_portrait_segmentation HOT 4 OPEN

clovaai avatar clovaai commented on July 29, 2024
training tip

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Comments (4)

lessw2020 avatar lessw2020 commented on July 29, 2024

A generic tip is to use focal loss for training with small objects. Not sure if it will work here but it will certainly help in general.

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freaad avatar freaad commented on July 29, 2024

I have already try but not a good result....

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lessw2020 avatar lessw2020 commented on July 29, 2024

I'm testing some other loss functions tomorrow and will let you know if any progress. Boundary loss penalty looks really good.

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freaad avatar freaad commented on July 29, 2024

Thank you for answering. I agree the boundary loss penalty is good idea. However my problem is quite imblance data. Background is 95 % the target object is only 5 percent in the image. My problem is only binary segmentation but I cannot get the 90% iou score. I usually get the 83%. I try this network but still no luck. I am trying to use the synchronize batch normalization. Wish me good luck.

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