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jinde-liu avatar jinde-liu commented on July 30, 2024

The closed session part has the same question you asked.

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aharley avatar aharley commented on July 30, 2024

You can swap TwoImageData with ImageSegData in the prototxt. See the "res" example to see how to use ImageSegData.
I didn't mean to close the first issue before actually fixing the prototxt. I'll leave this one open until I really fix.

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FuyuWang avatar FuyuWang commented on July 30, 2024

Thanks for your reply, but I encountered a problem:
When I train vgg network using VOC2012, the loss cannot converge and output is always zero. So the network does not learn from the datasets, how to solve this problem?

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jinde-liu avatar jinde-liu commented on July 30, 2024

I have the same problem, which init caffemodel did you use? I have also found that with batch size: 1, the loss vibrate lot. It seems that the net can not convergent with batch size: 1

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FuyuWang avatar FuyuWang commented on July 30, 2024

I think it is the large network that results to hard training. I use deeplab init model.

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jinde-liu avatar jinde-liu commented on July 30, 2024

I have found the problem is that when you change TwoImageData to ImageSegData, you need to add labe_type: PIXEL/NONE to image_data_param and also top: "data_dim" to layer. I have added a silence layer to ignore information form data_dim. But adding a silence layer may not be necessary.

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