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

14 September 2018

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

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Title
DriveSuprim: Towards Precise Trajectory Selection for End-to-End Planning Wenhao Yao Zhenxin Li Shiyi Lan Zi Wang Xinglong Sun Jose M. Alvarez Zuxuan Wu 30 0 0 07 Jun 2025
Learning Optical Flow Field via Neural Ordinary Differential Equation Leyla Mirvakhabova H. Cai Jisoo Jeong Hanno Ackermann F. G. Zanjani Fatih Porikli 34 0 0 03 Jun 2025
Memory-Efficient Optical Flow via Radius-Distribution Orthogonal Cost Volume Gangwei Xu Shujun Chen Hao Jia Miaojie Feng Xin Yang 114 5 0 06 Dec 2023
FocusFlow: Boosting Key-Points Optical Flow Estimation for Autonomous Driving Zhonghua Yi Haowen Shi Kailun Yang Zhijie Xu Yaozu Ye Ze Wang Huajian Ni Kaiwei Wang 3DPC 82 10 0 14 Aug 2023
Rethinking Optical Flow from Geometric Matching Consistent Perspective Qiaole Dong Chenjie Cao Yanwei Fu 100 34 0 15 Mar 2023
SemARFlow: Injecting Semantics into Unsupervised Optical Flow Estimation for Autonomous Driving Shuai Yuan Shuzhi Yu Hannah Kim Carlo Tomasi 3DPC 73 7 0 10 Mar 2023
Continuous Space-Time Video Super-Resolution Utilizing Long-Range Temporal Information Yuantong Zhang Daiqin Yang Zhenzhong Chen Wenpeng Ding SupR 98 1 0 26 Feb 2023
Optical Flow for Autonomous Driving: Applications, Challenges and Improvements Shihao Shen Louis Kerofsky S. Yogamani 103 12 0 11 Jan 2023
CGCV:Context Guided Correlation Volume for Optical Flow Neural Networks Jiangpeng Li Y. Niu 76 1 0 20 Dec 2022
Learning Dense and Continuous Optical Flow from an Event Camera Zhexiong Wan Yuchao Dai Yuxin Mao 109 62 0 16 Nov 2022
MDFlow: Unsupervised Optical Flow Learning by Reliable Mutual Knowledge Distillation Lingtong Kong J. Yang 63 27 0 11 Nov 2022
Unifying Flow, Stereo and Depth Estimation Haofei Xu Jing Zhang Jianfei Cai Hamid Rezatofighi Feng Yu Dacheng Tao Andreas Geiger MDE 152 217 0 10 Nov 2022
CLIP-FLow: Contrastive Learning by semi-supervised Iterative Pseudo labeling for Optical Flow Estimation Zhiqi Zhang Nitin Bansal Changjiang Cai Pan Ji Qingan Yan Xiangyu Xu Yi Tian Xu 102 5 0 25 Oct 2022
$Deep 360$^\circ$ Optical Flow Estimation Based on Multi-Projection Fusion$ Deep 360 $^\circ$ Optical Flow Estimation Based on Multi-Projection Fusion Yiheng Li Connelly Barnes Kun Huang Fang-Lue Zhang MDE 3DPC 64 16 0 27 Jul 2022
RealFlow: EM-based Realistic Optical Flow Dataset Generation from Videos Yunhui Han Kunming Luo Ao Luo Jiangyu Liu Haoqiang Fan G. Luo Shuaicheng Liu 80 23 0 22 Jul 2022
Deep Equilibrium Optical Flow Estimation Shaojie Bai Zhengyang Geng Yash Savani J. Zico Kolter 89 69 0 18 Apr 2022
Imposing Consistency for Optical Flow Estimation Jisoo Jeong J. Lin Fatih Porikli Nojun Kwak 116 39 0 14 Apr 2022
DIP: Deep Inverse Patchmatch for High-Resolution Optical Flow Zihua Zheng Ni Nie Zhi Ling Pengfei Xiong Jiangyu Liu Hongya Wang Jiankun Li MDE 70 46 0 01 Apr 2022
FlowFormer: A Transformer Architecture for Optical Flow Zhaoyang Huang Xiaoyu Shi Chao Zhang Qiang Wang Ka Chun Cheung Hongwei Qin Jifeng Dai Hongsheng Li ViT 114 286 0 30 Mar 2022
Global Matching with Overlapping Attention for Optical Flow Estimation Shiyu Zhao Long Zhao Zhixing Zhang Enyu Zhou Dimitris N. Metaxas 3DPC 131 79 0 21 Mar 2022
Disentangling Architecture and Training for Optical Flow Deqing Sun Charles Herrmann F. Reda Michael Rubinstein David Fleet William T. Freeman 3DPC OOD 152 35 0 21 Mar 2022
CSFlow: Learning Optical Flow via Cross Strip Correlation for Autonomous Driving Haowen Shi Yifan Zhou Kailun Yang X. Yin Kaiwei Wang 3DPC 66 17 0 02 Feb 2022
Revisiting RCAN: Improved Training for Image Super-Resolution Zudi Lin Prateek Garg Atmadeep Banerjee Salma Abdel Magid Deqing Sun Yulun Zhang Luc Van Gool D. Wei Hanspeter Pfister SupR 100 59 0 27 Jan 2022
360° Optical Flow using Tangent Images Mingze Yuan Christian Richardt MDE 100 13 0 28 Dec 2021
GMFlow: Learning Optical Flow via Global Matching Haofei Xu Jing Zhang Jianfei Cai Hamid Rezatofighi Dacheng Tao 164 364 0 26 Nov 2021
Personalized Benchmarking with the Ludwig Benchmarking Toolkit A. Narayan Piero Molino Karan Goel Willie Neiswanger Christopher Ré 76 11 0 08 Nov 2021
Efficient 3D Deep LiDAR Odometry Guangming Wang Xin Wu Shuyang Jiang Yanfeng Guo Hesheng Wang 3DPC 78 47 0 03 Nov 2021
Optical Flow Reusing for High-Efficiency Space-Time Video Super Resolution Yuantong Zhang Huairui Wang Ziru Xu Zhenzhong Chen SupR 111 17 0 13 Oct 2021
Sensor-Guided Optical Flow Matteo Poggi Filippo Aleotti S. Mattoccia 88 5 0 30 Sep 2021
E-RAFT: Dense Optical Flow from Event Cameras Mathias Gehrig Mario Millhäusler Daniel Gehrig Davide Scaramuzza 67 151 0 24 Aug 2021
Multi-scale Matching Networks for Semantic Correspondence Dongyang Zhao Ziyang Song Zhenghao Ji Gangming Zhao Weifeng Ge Yizhou Yu 99 49 0 31 Jul 2021
Detail Preserving Residual Feature Pyramid Modules for Optical Flow Libo Long J. Lang 61 6 0 23 Jul 2021
DDCNet-Multires: Effective Receptive Field Guided Multiresolution CNN for Dense Prediction A. Salehi M. Balasubramanian 61 2 0 12 Jul 2021
DDCNet: Deep Dilated Convolutional Neural Network for Dense Prediction A. Salehi M. Balasubramanian MDE 53 16 0 09 Jul 2021
AutoFlow: Learning a Better Training Set for Optical Flow Deqing Sun Daniel Vlasic Charles Herrmann Varun Jampani Michael Krainin Huiwen Chang Ramin Zabih William T. Freeman Ce Liu 3DPC 94 118 0 29 Apr 2021
High-Resolution Optical Flow from 1D Attention and Correlation Haofei Xu Jiaolong Yang Jianfei Cai Juyong Zhang Xin Tong 130 77 0 28 Apr 2021
Self-Supervised Pillar Motion Learning for Autonomous Driving Chenxu Luo Xiaodong Yang Alan Yuille SSL 3DPC 60 66 0 18 Apr 2021
Occlusion Guided Self-supervised Scene Flow Estimation on 3D Point Clouds Bojun Ouyang D. Raviv 3DPC 77 17 0 10 Apr 2021
Learning optical flow from still images Filippo Aleotti Matteo Poggi S. Mattoccia 3DPC 91 35 0 08 Apr 2021
LIFE: Lighting Invariant Flow Estimation Zhaoyang Huang Xiao Pan Runsen Xu Yan Xu Ka Chun Cheung Guofeng Zhang Hongsheng Li 74 8 0 07 Apr 2021
Learning to Estimate Hidden Motions with Global Motion Aggregation Shihao Jiang Dylan Campbell Yao Lu Hongdong Li Leonid Sigal 3DPC 145 297 0 06 Apr 2021
Learning Optical Flow from a Few Matches Shihao Jiang Yao Lu Hongdong Li Leonid Sigal 95 71 0 05 Apr 2021
COTR: Correspondence Transformer for Matching Across Images Wei Jiang Eduard Trulls J. Hosang Andrea Tagliasacchi K. M. Yi ViT 102 265 0 25 Mar 2021
Occlusion Guided Scene Flow Estimation on 3D Point Clouds Bojun Ouyang D. Raviv 3DPC 119 29 0 30 Nov 2020
HMFlow: Hybrid Matching Optical Flow Network for Small and Fast-Moving Objects Suihanjin Yu Youming Zhang Chen Wang Xiao Bai Liang Zhang Edwin R. Hancock 30 3 0 19 Nov 2020
Hierarchical Attention Learning of Scene Flow in 3D Point Clouds Guangming Wang Xin Wu Yanfeng Guo Hesheng Wang 3DPC 63 72 0 12 Oct 2020
GOCor: Bringing Globally Optimized Correspondence Volumes into Your Neural Network Prune Truong Martin Danelljan Luc Van Gool Radu Timofte 128 78 0 16 Sep 2020
Learnable Cost Volume Using the Cayley Representation Taihong Xiao Jinwei Yuan Deqing Sun Qifei Wang Xinyu Zhang Kehan Xu Ming-Hsuan Yang 96 12 0 21 Jul 2020
Hierarchical Contrastive Motion Learning for Video Action Recognition Xitong Yang Xiaodong Yang Sifei Liu Deqing Sun L. Davis Jan Kautz SSL 108 13 0 20 Jul 2020
LiteFlowNet3: Resolving Correspondence Ambiguity for More Accurate Optical Flow Estimation Tak-Wai Hui Chen Change Loy 80 68 0 18 Jul 2020