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Description
In TernausNet at the bottom:
https://github.com/neptune-ml/open-solution-mapping-challenge/blob/865f37571a844d698ac9ac898eb02249c9d6c796/src/unet_models.py#L392
we are pooling already downsample layer, we should investigate if:
- we can remove this layer and have the same accuracy with less parameters
- we improve accuracy with changing pooling into conv layer with stride 2