Deconvolution and Checkerboard Artifacts

When we look very closely at images generated by neural networks, we often see a strange checkerboard pattern of artifacts. It’s more obvious in some cases than others, but a large fraction of recent models exhibit this behavior. Mysteriously, the checkerboard pattern tends to be most prominent in images with strong colors. What’s going on? Do neural networks hate bright colors? The actual cause o

[stealthinu]

DCGANでジャギーが出るのはオーバーサンプリングのノイズなのでそのぶんを考えたフィルタ入れてやるときれいになるよという話。ニューラルネットというより純粋な画像処理な話になってきた感。