Mutual encoder-decoder with bi-gated convolution for image inpainting
Hewei Yu,
Renfeng Yang,
Jingxi Yu
Abstract:Partial convolution and gated convolution (GC) have been widely used to solve the limitations of vanilla convolution. However, both approaches have their respective drawbacks. For example, the single-channel binary mask used in partial convolution restricts its flexibility, and the accuracy of the gating values learned from GC cannot be guaranteed. To overcome these limitations, we propose an approach called bigated convolution. It adaptively integrates the binary mask and the gating values learned from the ne… Show more
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