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"

50 / 95 papers shown

Title
Removing Cost Volumes from Optical Flow Estimators Simon Kiefhaber Stefan Roth Simone Schaub-Meyer 81 0 0 15 Oct 2025
FlowSeek: Optical Flow Made Easier with Depth Foundation Models and Motion Bases Matteo Poggi Fabio Tosi 84 2 0 05 Sep 2025
WAFT: Warping-Alone Field Transforms for Optical Flow Yihan Wang Gaowen Liu 181 2 0 26 Jun 2025
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 199 19 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 161 0 0 03 Jun 2025
MicroFlow: Domain-Specific Optical Flow for Ground Deformation Estimation in Seismic Events Juliette Bertrand Sophie Giffard-Roisin James Hollingsworth Julien Mairal 142 0 0 18 Apr 2025
BAT: Learning Event-based Optical Flow with Bidirectional Adaptive Temporal Correlation Gangwei Xu Haotong Lin Zhe Zhang H. Luo Haiyang Sun Xin-She Yang 287 0 0 05 Mar 2025
YOIO: You Only Iterate Once by mining and fusing multiple necessary global information in the optical flow estimation Jing Yu Yujuan Tan Ao Ren Dongyeop Kang 265 1 0 11 Jan 2024
Context-Aware Iteration Policy Network for Efficient Optical Flow EstimationAAAI Conference on Artificial Intelligence (AAAI), 2023 Ri Cheng Ruian He Xuhao Jiang Shili Zhou Weimin Tan Bo Yan 261 1 0 12 Dec 2023
Memory-Efficient Optical Flow via Radius-Distribution Orthogonal Cost Volume Gangwei Xu Shujun Chen Hao Jia Miaojie Feng Xin Yang 221 8 0 06 Dec 2023
StreamFlow: Streamlined Multi-Frame Optical Flow Estimation for Video SequencesNeural Information Processing Systems (NeurIPS), 2023 Shangkun Sun Jiaming Liu Thomas H. Li Huaxia Li Guoqing Liu Wei-Nan Gao 200 9 0 28 Nov 2023
Win-Win: Training High-Resolution Vision Transformers from Two WindowsInternational Conference on Learning Representations (ICLR), 2023 Vincent Leroy Jérôme Revaud Thomas Lucas Philippe Weinzaepfel ViT 231 6 0 01 Oct 2023
FocusFlow: Boosting Key-Points Optical Flow Estimation for Autonomous DrivingIEEE Transactions on Intelligent Vehicles (TIV), 2023 Zhonghua Yi Haowen Shi Kailun Yang Zhijie Xu Yaozu Ye Ze Wang Huajian Ni Kaiwei Wang 3DPC 170 12 0 14 Aug 2023
SplatFlow: Learning Multi-frame Optical Flow via SplattingInternational Journal of Computer Vision (IJCV), 2023 Bo Wang Yi-Feng Zhang Jian Li Yang Yu Zhenping Sun Tianpeng Liu Dewen Hu 205 13 0 15 Jun 2023
Rethinking Optical Flow from Geometric Matching Consistent PerspectiveComputer Vision and Pattern Recognition (CVPR), 2023 Qiaole Dong Chenjie Cao Yanwei Fu 244 53 0 15 Mar 2023
SemARFlow: Injecting Semantics into Unsupervised Optical Flow Estimation for Autonomous DrivingIEEE International Conference on Computer Vision (ICCV), 2023 Shuai Yuan Shuzhi Yu Hannah Kim Carlo Tomasi 3DPC 206 8 0 10 Mar 2023
Continuous Space-Time Video Super-Resolution Utilizing Long-Range Temporal Information Yuantong Zhang Daiqin Yang Zhenzhong Chen Wenpeng Ding SupR 150 1 0 26 Feb 2023
$Optical Flow Estimation in 360$^\circ$ Videos: Dataset, Model and Application$ Optical Flow Estimation in 360 $^\circ$ Videos: Dataset, Model and Application Bin Duan Keshav Bhandari Gaowen Liu Yan Yan 110 0 0 27 Jan 2023
Optical Flow for Autonomous Driving: Applications, Challenges and Improvements Shihao Shen Louis Kerofsky S. Yogamani 197 13 0 11 Jan 2023
CGCV:Context Guided Correlation Volume for Optical Flow Neural Networks Jiangpeng Li Y. Niu 168 1 0 20 Dec 2022
CroCo v2: Improved Cross-view Completion Pre-training for Stereo Matching and Optical FlowIEEE International Conference on Computer Vision (ICCV), 2022 Philippe Weinzaepfel Thomas Lucas Vincent Leroy Yohann Cabon Vaibhav Arora Romain Brégier G. Csurka L. Antsfeld Boris Chidlovskii Jérôme Revaud ViT 362 151 0 18 Nov 2022
Learning Dense and Continuous Optical Flow from an Event CameraIEEE Transactions on Image Processing (IEEE TIP), 2022 Zhexiong Wan Yuchao Dai Yuxin Mao 209 76 0 16 Nov 2022
MDFlow: Unsupervised Optical Flow Learning by Reliable Mutual Knowledge Distillation Lingtong Kong J. Yang 170 30 0 11 Nov 2022
Unifying Flow, Stereo and Depth EstimationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Haofei Xu Jing Zhang Jianfei Cai Hamid Rezatofighi Feng Yu Dacheng Tao Andreas Geiger MDE 370 302 0 10 Nov 2022
Robust Reflection Removal with Flash-only Cues in the WildIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Chenyang Lei Xu-dong Jiang Qifeng Chen 151 19 0 05 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 356 5 0 25 Oct 2022
Learning Omnidirectional Flow in 360-degree Video via Siamese Representation Keshav Bhandari Bin Duan Gaowen Liu Hugo Latapie Ziliang Zong Yan Yan MDE 112 2 0 07 Aug 2022
$Deep 360$^\circ$ Optical Flow Estimation Based on Multi-Projection Fusion$ Deep 360 $^\circ$ Optical Flow Estimation Based on Multi-Projection FusionEuropean Conference on Computer Vision (ECCV), 2022 Yiheng Li Connelly Barnes Kun Huang Fang-Lue Zhang MDE 3DPC 152 18 0 27 Jul 2022
RealFlow: EM-based Realistic Optical Flow Dataset Generation from VideosEuropean Conference on Computer Vision (ECCV), 2022 Yunhui Han Kunming Luo Ao Luo Jiangyu Liu Haoqiang Fan G. Luo Shuaicheng Liu 163 29 0 22 Jul 2022
FlowNAS: Neural Architecture Search for Optical Flow EstimationInternational Journal of Computer Vision (IJCV), 2022 Zhiwei Lin Tingting Liang Taihong Xiao Yongtao Wang Zhi Tang Ming-Hsuan Yang 169 2 0 04 Jul 2022
SearchMorph:Multi-scale Correlation Iterative Network for Deformable Registration Xiao Fan Shuxin Zhuang Zhemin Zhuang Ye Yuan Shunmin Qiu A. Raj Yibiao Rong MedIm 182 0 0 27 Jun 2022
SKFlow: Learning Optical Flow with Super KernelsNeural Information Processing Systems (NeurIPS), 2022 Shangkun Sun Yuanqi Chen Y. Zhu Guodong Guo Gezhong Li 166 73 0 29 May 2022
Deep Equilibrium Optical Flow EstimationComputer Vision and Pattern Recognition (CVPR), 2022 Shaojie Bai Zhengyang Geng Yash Savani J. Zico Kolter 194 83 0 18 Apr 2022
Imposing Consistency for Optical Flow EstimationComputer Vision and Pattern Recognition (CVPR), 2022 Jisoo Jeong J. Lin Fatih Porikli Nojun Kwak 166 40 0 14 Apr 2022
DIP: Deep Inverse Patchmatch for High-Resolution Optical FlowComputer Vision and Pattern Recognition (CVPR), 2022 Zihua Zheng Ni Nie Zhi Ling Pengfei Xiong Jiangyu Liu Hongya Wang Jiankun Li MDE 173 57 0 01 Apr 2022
FlowFormer: A Transformer Architecture for Optical FlowEuropean Conference on Computer Vision (ECCV), 2022 Zhaoyang Huang Xiaoyu Shi Chao Zhang Qiang Wang Ka Chun Cheung Hongwei Qin Jifeng Dai Jiaming Song ViT 391 377 0 30 Mar 2022
Global Matching with Overlapping Attention for Optical Flow EstimationComputer Vision and Pattern Recognition (CVPR), 2022 Shiyu Zhao Long Zhao Zhixing Zhang Enyu Zhou Dimitris N. Metaxas 3DPC 202 95 0 21 Mar 2022
Disentangling Architecture and Training for Optical FlowEuropean Conference on Computer Vision (ECCV), 2022 Deqing Sun Charles Herrmann F. Reda Michael Rubinstein David Fleet William T. Freeman 3DPC OOD 368 40 0 21 Mar 2022
Learning Optical Flow with Adaptive Graph ReasoningAAAI Conference on Artificial Intelligence (AAAI), 2022 Ao Luo Fan Yang Kunming Luo Xin Li Haoqiang Fan Shuaicheng Liu 146 67 0 08 Feb 2022
CSFlow: Learning Optical Flow via Cross Strip Correlation for Autonomous Driving Haowen Shi Yifan Zhou Kailun Yang X. Yin Kaiwei Wang 3DPC 155 24 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 156 66 0 27 Jan 2022
360° Optical Flow using Tangent ImagesBritish Machine Vision Conference (BMVC), 2021 Mingze Yuan Christian Richardt MDE 268 14 0 28 Dec 2021
GMFlow: Learning Optical Flow via Global MatchingComputer Vision and Pattern Recognition (CVPR), 2021 Haofei Xu Jing Zhang Jianfei Cai Hamid Rezatofighi Dacheng Tao 385 446 0 26 Nov 2021
Personalized Benchmarking with the Ludwig Benchmarking Toolkit A. Narayan Piero Molino Karan Goel Willie Neiswanger Christopher Ré 151 11 0 08 Nov 2021
Efficient 3D Deep LiDAR OdometryIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Guangming Wang Xin Wu Shuyang Jiang Yanfeng Guo Hesheng Wang 3DPC 178 63 0 03 Nov 2021
SLURP: Side Learning Uncertainty for Regression ProblemsBritish Machine Vision Conference (BMVC), 2021 Xuanlong Yu Gianni Franchi Emanuel Aldea UQCV BDL 149 14 0 21 Oct 2021
Optical Flow Reusing for High-Efficiency Space-Time Video Super Resolution Yuantong Zhang Huairui Wang Ziru Xu Zhenzhong Chen SupR 219 20 0 13 Oct 2021
Sensor-Guided Optical Flow Matteo Poggi Filippo Aleotti S. Mattoccia 168 5 0 30 Sep 2021
PDC-Net+: Enhanced Probabilistic Dense Correspondence Network Prune Truong Martin Danelljan Radu Timofte Luc Van Gool 375 107 0 28 Sep 2021
E-RAFT: Dense Optical Flow from Event CamerasInternational Conference on 3D Vision (3DV), 2021 Mathias Gehrig Mario Millhäusler Daniel Gehrig Davide Scaramuzza 279 175 0 24 Aug 2021