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Info Title: Learning Correspondence from the Cycle-Consistency of Time Task: Representation Learning Author: Xiaolong Wang, Allan Jabri, Alexei A. Efros Date: Mar. 2019 Arxiv: 1903.07593 Published: CVPR 2019 Highlights Self-supervised for representation learning inside single video The learned representation can be generali...

Info Title: Deep Flow-Guided Video Inpainting Task: Video Inpainting Author: Rui Xu, Xiaoxiao Li, Bolei Zhou, Chen Change Loy Date: May 2019 Arxiv: 1905.02884 Published: CVPR 2019 Abstract Video inpainting, which aims at filling in missing regions of a video, remains challenging due to the difficulty of preserving the precise sp...

Info Title: Adversarial Feature Learning Task: Image Generation Author: Jeff Donahue, Philipp Krähenbühl, Trevor Darrell Date: May 2016 Arxiv: 1605.09782 Published: ICLR 2017 Abstract The ability of the Generative Adversarial Networks (GANs) framework to learn generative models mapping from simple latent distributions to arbitra...

Info Title: Adversarially Learned Inference Task: Image Generation Author: Vincent Dumoulin, Ishmael Belghazi, Ben Poole, Alex Lamb, Martin Arjovsky, Olivier Mastropietro and Aaron Courville Date: June 2016 Arxiv: 1606.00704 Published: ICLR 2017 Abstract We introduce the adversarially learned inference (ALI) model, which jointly...

Info Title: StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks Task: Text-to-Image Author: Han Zhang , Tao Xu, Hongsheng Li, Shaoting Zhang, Xiaogang Wang, Xiaolei Huang,, Dimitris Metaxas Date: Dec. 2016 Arxiv: 1612.03242 Published: ICCV 2017 Highlights Propose a novel Stacked...

Info Title: An Internal Learning Approach to Video Inpainting Task: Video Inpainting Author: Haotian Zhang, Long Mai, Ning Xu, Zhaowen Wang, JohnCollomosse, Hailin Jin Date: Sep. 2019 Arxiv: 1909.07957 Published: ICCV 2019 Highlights Trained on the input video(with holes) only Jointly synthesizing content in both appearan...

Info Title: “Zero-Shot” Super-Resolution using Deep Internal Learning Task: Super-Resolution Author: Assaf Shocher, Nadav Cohen, Michal Irani Date: Dec. 2017 Arxiv: 1712.06087 Published: CVPR 2018 Highlights Test-time training for image-specific CNN. It can handle non-ideal imaging conditions, and a wide variet...

Traditional PatchMatch A Randomized Correspondence Algorithm for Structural Image Editing - SIGGRAPH 2009 This paper presents interactive image editing tools using a new randomized algorithm for quickly finding approximate nearest-neighbor matches between image patches. Previous research in graphics and vision has leveraged such nearest-neig...

Info Title: Imbalance Problems in Object Detection: A Review Task: task Author: Kemal Oksuz, Baris Can Cam , Sinan Kalkan, and Emre Akbas Date: Sep. 2019 Arxiv: 1909.00169 Highlights & Drawbacks We identify and define imbalance problems and present two taxonomies: A problem-based taxonomy for presenting the problems, and a s...

Info Title: Mocycle-GAN: Unpaired Video-to-Video Translation Task: Video-to-Video Translation Author: Yang Chen, Yingwei Pan, Ting Yao, Xinmei Tian and Tao Mei Date: Aug. 2019 Arxiv: 1908.09514 Published: ACM MM 2019 Affiliation: USTC! Abstract Unsupervised image-to-image translation is the task of translating an image from on...