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I have checked the code again and there seems to have a more serious problem: there is no skip connections at all between coarse and fine output layers :(
Hi,
Thanks a lot for the implementation!
Regarding upsampling, you used a custom BilinearUpSampling2D layer, which I guess cannot be learned (sorry if I'm mistaken).
I believe a better solution is to use the built-in Conv2DTranspose Keras layer for upconvolution (c.f. section 3.3 of the FCN paper).
Best regards.
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