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Make a Face: Towards Arbitrary High Fidelity Face Manipulation (a) Our framework (b) 2D and 3D projection of 5000 facial structure representations. Each color denotes a cluster, a more intuitive illustration of our approach is to map each cluster to a Gaussian prior. extending the capacity of C-VAE constrained by single prior. Additive Memor...

Info Title: Few-shot Video-to-Video Synthesis Task: Video-to-Video Translation Author: Ting-Chun Wang, Ming-Yu Liu, Andrew Tao, Guilin Liu, Jan Kautz, Bryan Catanzaro Date: Oct. 2019 Published: NIPS 2019 Abstract Video-to-video synthesis (vid2vid) aims at converting an input semantic video, such as videos of human poses or segment...

Info Title: Few-Shot Unsupervised Image-to-Image Translation Task: Image-to-Image Translation Author: Ming-Yu Liu Xun Huang Arun Mallya Tero Karras Timo Aila Jaakko Lehtinen Jan Kautz Date: May 2019 Arxiv: 1905.01723 Published: ICCV 2019 Abstract Unsupervised image-to-image translation methods learn to map imag...

StructureFlow: Image Inpainting via Structure-Aware Appearance Flow Structure(edge-preserved smoothing) Generator + Apperace Flow for Texture Generation Overview of our StructureFlow. Our model first generates global structures (i.e. edge-preserved smooth images) using structure reconstructor. Then texture generator is used to yield high-frequ...

Guided Image-to-Image Translation With Bi-Directional Feature Transformation In this work, the authors propose to apply the conditioning operation in both direction with information flowing not only from the guidance image to the input image, but from the input image to the guidance image as well. Second, they extend the existing feature-wise f...

Info Title: SinGAN: Learning a Generative Model From a Single Natural Image Task: Image Synthesis Author: Tamar Rott Shaham, Tali Dekel, Tomer Michaeli Date: May 2019 Arxiv: 1905.01164 Published: ICCV 2019(Best Paper Award) Highlights Zero-Shot learning pipeline from single image Wild applications for super-resolution, pain...

Info Title: COCO-GAN: Generation by Parts via Conditional Coordinating Task: Image Generation Author: Chieh Hubert Lin, Chia-Che Chang, Yu-Sheng Chen, Da-Cheng Juan, Wei Wei, Hwann-Tzong Chen Date: Apr. 2019 Arxiv: 1904.00284 Published: ICCV 2019 Highlights Discriminator with auxiliary task for content consistency(latent vecto...

Info Title: InGAN: Capturing and Remapping the “DNA” of a Natural Image Task: Image Genration Author: Assaf Shocher, Shai Bagon, Phillip Isola, Michal Irani Date: Dec. 2018 Arxiv: 1812.00231 Published: ICCV 2019 Abstract Generative Adversarial Networks (GANs) typically learn a distribution of images in a large image dataset, and...

Info Title: Specifying Object Attributes and Relations in Interactive Scene Generation Task: Image Generation Author: Oron Ashual, Lior Wolf Date: Sep. 2019 Arxiv: 1909.05379 Published: ICCV 2019(Best Paper Award Honorable Mentions) Abstract We introduce a method for the generation of images from an input scene graph. The method...

Info Title: Learning to Predict Layout-to-image Conditional Convolutions for Semantic Image Synthesis Task: Image Generation Date: Oct. 2019 Arxiv: 1910.06809 Published: NIPS 2019 Abstract Semantic image synthesis aims at generating photorealistic images from semantic layouts. Previous approaches with conditional generative advers...