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Pyramid Adversarial Training Improves ViT Performance

Nov 30, 2021
Charles Herrmann, Kyle Sargent, Lu Jiang, Ramin Zabih, Huiwen Chang, Ce Liu, Dilip Krishnan, Deqing Sun

* 32 pages, including references & supplementary material 

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ViDT: An Efficient and Effective Fully Transformer-based Object Detector

Oct 08, 2021
Hwanjun Song, Deqing Sun, Sanghyuk Chun, Varun Jampani, Dongyoon Han, Byeongho Heo, Wonjae Kim, Ming-Hsuan Yang

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LASR: Learning Articulated Shape Reconstruction from a Monocular Video

May 06, 2021
Gengshan Yang, Deqing Sun, Varun Jampani, Daniel Vlasic, Forrester Cole, Huiwen Chang, Deva Ramanan, William T. Freeman, Ce Liu

* CVPR 2021. Project page: 

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AutoFlow: Learning a Better Training Set for Optical Flow

Apr 29, 2021
Deqing Sun, Daniel Vlasic, Charles Herrmann, Varun Jampani, Michael Krainin, Huiwen Chang, Ramin Zabih, William T. Freeman, Ce Liu

* CVPR 2021 

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Adaptive Prototype Learning and Allocation for Few-Shot Segmentation

Apr 05, 2021
Gen Li, Varun Jampani, Laura Sevilla-Lara, Deqing Sun, Jonghyun Kim, Joongkyu Kim

* Accepted to CVPR2021 

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HumanGPS: Geodesic PreServing Feature for Dense Human Correspondences

Mar 29, 2021
Feitong Tan, Danhang Tang, Mingsong Dou, Kaiwen Guo, Rohit Pandey, Cem Keskin, Ruofei Du, Deqing Sun, Sofien Bouaziz, Sean Fanello, Ping Tan, Yinda Zhang

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Improving Deep Stereo Network Generalization with Geometric Priors

Aug 25, 2020
Jialiang Wang, Varun Jampani, Deqing Sun, Charles Loop, Stan Birchfield, Jan Kautz

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Learnable Cost Volume Using the Cayley Representation

Jul 21, 2020
Taihong Xiao, Jinwei Yuan, Deqing Sun, Qifei Wang, Xin-Yu Zhang, Kehan Xu, Ming-Hsuan Yang

* ECCV 2020 

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Hierarchical Contrastive Motion Learning for Video Action Recognition

Jul 20, 2020
Xitong Yang, Xiaodong Yang, Sifei Liu, Deqing Sun, Larry Davis, Jan Kautz

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SENSE: a Shared Encoder Network for Scene-flow Estimation

Oct 27, 2019
Huaizu Jiang, Deqing Sun, Varun Jampani, Zhaoyang Lv, Erik Learned-Miller, Jan Kautz

* International Conference on Computer Vision 2019 
* ICCV 2019 Oral 

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Image Formation Model Guided Deep Image Super-Resolution

Aug 25, 2019
Jinshan Pan, Yang Liu, Deqing Sun, Jimmy Ren, Ming-Ming Cheng, Jian Yang, Jinhui Tang

* We need to improve this paper 

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Video Stitching for Linear Camera Arrays

Jul 31, 2019
Wei-Sheng Lai, Orazio Gallo, Jinwei Gu, Deqing Sun, Ming-Hsuan Yang, Jan Kautz

* This work is accepted in BMVC 2019. Project website: 

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Unsupervised Video Interpolation Using Cycle Consistency

Jun 13, 2019
Fitsum A. Reda, Deqing Sun, Aysegul Dundar, Mohammad Shoeybi, Guilin Liu, Kevin J. Shih, Andrew Tao, Jan Kautz, Bryan Catanzaro

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Pixel-Adaptive Convolutional Neural Networks

Apr 10, 2019
Hang Su, Varun Jampani, Deqing Sun, Orazio Gallo, Erik Learned-Miller, Jan Kautz

* CVPR 2019. Video introduction: 

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A Fusion Approach for Multi-Frame Optical Flow Estimation

Oct 23, 2018
Zhile Ren, Orazio Gallo, Deqing Sun, Ming-Hsuan Yang, Erik B. Sudderth, Jan Kautz

* Work currently under review 

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Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation

Oct 07, 2018
Anurag Ranjan, Varun Jampani, Kihwan Kim, Deqing Sun, Jonas Wulff, Michael J. Black

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Models Matter, So Does Training: An Empirical Study of CNNs for Optical Flow Estimation

Sep 14, 2018
Deqing Sun, Xiaodong Yang, Ming-Yu Liu, Jan Kautz

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Learning Rigidity in Dynamic Scenes with a Moving Camera for 3D Motion Field Estimation

Jul 30, 2018
Zhaoyang Lv, Kihwan Kim, Alejandro Troccoli, Deqing Sun, James M. Rehg, Jan Kautz

* This work is accepted at European Conference on Computer Vision 2018. Project page (with the video): The codes will be released at 

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Superpixel Sampling Networks

Jul 26, 2018
Varun Jampani, Deqing Sun, Ming-Yu Liu, Ming-Hsuan Yang, Jan Kautz

* ECCV2018. Project URL: 

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Super SloMo: High Quality Estimation of Multiple Intermediate Frames for Video Interpolation

Jul 13, 2018
Huaizu Jiang, Deqing Sun, Varun Jampani, Ming-Hsuan Yang, Erik Learned-Miller, Jan Kautz

* CVPR 2018 
* CVPR 2018 version with minor revisions and supplementary material included. Project page 

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PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume

Jun 25, 2018
Deqing Sun, Xiaodong Yang, Ming-Yu Liu, Jan Kautz

* CVPR 2018 camera ready version (with github link to Caffe and PyTorch code) 

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Learning Dual Convolutional Neural Networks for Low-Level Vision

May 14, 2018
Jinshan Pan, Sifei Liu, Deqing Sun, Jiawei Zhang, Yang Liu, Jimmy Ren, Zechao Li, Jinhui Tang, Huchuan Lu, Yu-Wing Tai, Ming-Hsuan Yang

* CVPR 2018 

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SPLATNet: Sparse Lattice Networks for Point Cloud Processing

May 09, 2018
Hang Su, Varun Jampani, Deqing Sun, Subhransu Maji, Evangelos Kalogerakis, Ming-Hsuan Yang, Jan Kautz

* Camera-ready, accepted to CVPR 2018 (oral); project website: 

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Learning Binary Residual Representations for Domain-specific Video Streaming

Dec 14, 2017
Yi-Hsuan Tsai, Ming-Yu Liu, Deqing Sun, Ming-Hsuan Yang, Jan Kautz

* Accepted in AAAI'18. Project website at 

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Cascaded Scene Flow Prediction using Semantic Segmentation

Oct 05, 2017
Zhile Ren, Deqing Sun, Jan Kautz, Erik B. Sudderth

* International Conference on 3D Vision (3DV), 2017 (oral presentation) 

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Optical Flow with Semantic Segmentation and Localized Layers

Apr 11, 2016
Laura Sevilla-Lara, Deqing Sun, Varun Jampani, Michael J. Black

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