An intriguing failing of convolutional neural networks and the CoordConv solution

Rosanne Liu, Joel Lehman, Piero Molino, Felipe Petroski Such, Eric Frank, Alex Sergeev, Jason Yosinski

Neural Information Processing Systems 

Using CoordConvin aGANproduced lessmode collapse asthetransform between high-levelspatial latents and pixels becomes easier to learn.

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