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20 de jul. de 2022 · The official repo for CM-GAN (Cascaded Modulation GAN) for Image Inpainting. We introduce a new cascaded modulation design that cascades global modulation with spatial adaptive modulation for better hole filling.
22 de mar. de 2022 · CM-GAN: Image Inpainting with Cascaded Modulation GAN and Object-Aware Training. Haitian Zheng, Zhe Lin, Jingwan Lu, Scott Cohen, Eli Shechtman, Connelly Barnes, Jianming Zhang, Ning Xu, Sohrab Amirghodsi, Jiebo Luo. Recent image inpainting methods have made great progress but often struggle to generate plausible image structures ...
InsetGAN — Official PyTorch implementation. InsetGAN for Full-Body Image Generation. Anna Frühstück, Krishna Kumar Singh, Eli Shechtman, Niloy Mitra, Peter Wonka, Jingwan Lu. published at CVPR 2022. Project Webpage. Abstract While GANs can produce photo-realistic images in ideal conditions for certain domains, the generation of full-body ...
14 de mar. de 2022 · Instead of modeling this complex domain with a single GAN, we propose a novel method to combine multiple pretrained GANs, where one GAN generates a global canvas (e.g., human body) and a set of specialized GANs, or insets, focus on different parts (e.g., faces, shoes) that can be seamlessly inserted onto the global canvas.
– Cascaded Modulation GAN, a new inpainting network architecture formed by a masked image encoder with Fourier convolution blocks and a cascaded global-spatial modulation-based decoder. – An object-aware mask generation scheme preventing the model from gener-ating new objects inside holes and mimicking realistic inpainting use cases. – A ...
Publication date: June 19, 2022. Anna Frühstück, Krishna Kumar Singh, Eli Shechtman, Niloy J. Mitra, Peter Wonka, Jingwan (Cynthia) Lu. While GANs can produce photo-realistic images in ideal conditions for certain domains, the generation of full-body human images remains difficult due to the diversity of identities, hairstyles, clothing, and ...
While GANs can produce photo-realistic images in ideal conditions for ... = {Fr\"uhst\"uck, Anna and Singh, Krishna Kumar and Shechtman, Eli and Mitra, Niloy J. and Wonka, Peter and Lu, Jingwan}, title = {InsetGAN for Full-Body Image Generation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern ...
