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

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

14 September 2018

ArXiv (abs)PDF HTML Github (1684★)

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

19 / 69 papers shown

Title
STaRFlow: A SpatioTemporal Recurrent Cell for Lightweight Multi-Frame Optical Flow Estimation Pierre Godet Alexandre Boulch A. Plyer G. L. Besnerais 72 19 0 10 Jul 2020
Multiple Video Frame Interpolation via Enhanced Deformable Separable Convolution Xianhang Cheng Zhenzhong Chen 144 136 0 15 Jun 2020
OF-VO: Efficient Navigation among Pedestrians Using Commodity Sensors Jing Liang Yi-Ling Qiao Tianrui Guan Tianyi Zhou 94 13 0 23 Apr 2020
Deep Homography Estimation for Dynamic Scenes Hoang Le Feng Liu Shu Zhen Zhang A. Agarwala 3DH 70 120 0 05 Apr 2020
Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation Lu Liu Jiangning Zhang Ruifei He Yong Liu Yabiao Wang Ying Tai Donghao Luo Chengjie Wang Jilin Li Feiyue Huang 98 177 0 29 Mar 2020
RAFT: Recurrent All-Pairs Field Transforms for Optical Flow Zachary Teed Jia Deng MDE 330 2,657 0 26 Mar 2020
MaskFlownet: Asymmetric Feature Matching with Learnable Occlusion Mask Shengyu Zhao Yilun Sheng Yue Dong E. Chang Yan Xu 3DPC 86 213 0 24 Mar 2020
ScopeFlow: Dynamic Scene Scoping for Optical Flow Aviram Bar-Haim Lior Wolf 100 50 0 25 Feb 2020
Improving Optical Flow on a Pyramid Level Markus Hofinger Samuel Rota Buló Lorenzo Porzi A. Knapitsch Thomas Pock Peter Kontschieder 50 2 0 23 Dec 2019
GLU-Net: Global-Local Universal Network for Dense Flow and Correspondences Prune Truong Martin Danelljan Radu Timofte 3DPC 86 189 0 11 Dec 2019
SENSE: a Shared Encoder Network for Scene-flow Estimation Huaizu Jiang Deqing Sun Varun Jampani Zhaoyang Lv Erik Learned-Miller Jan Kautz 3DPC VOS 93 74 0 27 Oct 2019
Deep Video Deblurring: The Devil is in the Details Jochen Gast Stefan Roth 74 25 0 26 Sep 2019
Deep Reference Generation with Multi-Domain Hierarchical Constraints for Inter Prediction Jiaying Liu Sifeng Xia Wenhan Yang 55 20 0 16 May 2019
SelFlow: Self-Supervised Learning of Optical Flow Pengpeng Liu Michael Lyu Irwin King Jia Xu SSL 92 312 0 19 Apr 2019
Deep Rigid Instance Scene Flow Wei-Chiu Ma Shenlong Wang Rui Hu Yuwen Xiong R. Urtasun 3DPC 99 112 0 18 Apr 2019
Iterative Residual Refinement for Joint Optical Flow and Occlusion Estimation Junhwa Hur Stefan Roth 115 273 0 10 Apr 2019
A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization Tak-Wai Hui Xiaoou Tang Chen Change Loy 3DPC 73 181 0 15 Mar 2019
A Fusion Approach for Multi-Frame Optical Flow Estimation Zhile Ren Orazio Gallo Deqing Sun Ming-Hsuan Yang Erik B. Sudderth Jan Kautz 62 87 0 23 Oct 2018
Devon: Deformable Volume Network for Learning Optical Flow Yao Lu Jack Valmadre Heng Wang Arno Solin Mehrtash Harandi Philip Torr 3DPC 72 30 0 20 Feb 2018