Partial Convolution for Padding, Inpainting, and Image Synthesis

Partial convolution weights convolutions with binary masks and renormalizes on valid pixels. It was originally proposed for image inpainting task because a corrupted image processed by a standard convolutional often leads to artifacts. Therefore, binary masks are constructed that define the valid an...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 5 vom: 26. Mai, Seite 6096-6110
1. Verfasser: Liu, Guilin (VerfasserIn)
Weitere Verfasser: Dundar, Aysegul, Shih, Kevin J, Wang, Ting-Chun, Reda, Fitsum A, Sapra, Karan, Yu, Zhiding, Yang, Xiaodong, Tao, Andrew, Catanzaro, Bryan
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article