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Thank you for sharing your implementation.
I would like to fix the ASPP part.
This change makes Classifier_Module to use all of the four dilated convolutions properly.
In speedinghzl/Pytorch-Deeplab, which this repository is based on, the ASPP code was fixed in the same way.
speedinghzl/Pytorch-Deeplab@cf1d48a#diff-246517e88085928a3e2b3e706e7ba4c7d7803f0e7d2e5fd59e5a414abe048cab
I am sorry if I may be mistaken.