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

14 September 2018

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

47 / 47 papers shown

Title
UnSAMFlow: Unsupervised Optical Flow Guided by Segment Anything Model Shuai Yuan Lei Luo Zhuo Hui Can Pu Xiaoyu Xiang Rakesh Ranjan D. Demandolx 44 4 0 04 May 2024
Memory-Efficient Optical Flow via Radius-Distribution Orthogonal Cost Volume Gangwei Xu Shujun Chen Hao Jia Miaojie Feng Xin Yang 54 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 22 9 0 14 Aug 2023
End-to-end Remote Sensing Change Detection of Unregistered Bi-temporal Images for Natural Disasters Gui-yan Zhao Lianlei Shan Weiqiang Wang 29 4 0 27 Jul 2023
FlowFormer++: Masked Cost Volume Autoencoding for Pretraining Optical Flow Estimation Xiaoyu Shi Zhaoyang Huang Dasong Li Manyuan Zhang Ka Chun Cheung Simon See Hongwei Qin Jifeng Dai Hongsheng Li 27 82 0 02 Mar 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 24 0 0 27 Jan 2023
Optical Flow for Autonomous Driving: Applications, Challenges and Improvements Shihao Shen Louis Kerofsky S. Yogamani 45 12 0 11 Jan 2023
CroCo v2: Improved Cross-view Completion Pre-training for Stereo Matching and Optical Flow Philippe Weinzaepfel Thomas Lucas Vincent Leroy Yohann Cabon Vaibhav Arora Romain Brégier G. Csurka L. Antsfeld Boris Chidlovskii Jérôme Revaud ViT 29 83 0 18 Nov 2022
Unifying Flow, Stereo and Depth Estimation Haofei Xu Jing Zhang Jianfei Cai Hamid Rezatofighi Feng Yu Dacheng Tao Andreas Geiger MDE 33 193 0 10 Nov 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 16 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 19 23 0 22 Jul 2022
Deep Equilibrium Optical Flow Estimation Shaojie Bai Zhengyang Geng Yash Savani J. Zico Kolter 44 67 0 18 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 34 44 0 01 Apr 2022
Global Matching with Overlapping Attention for Optical Flow Estimation Shiyu Zhao Long Zhao Zhixing Zhang Enyu Zhou Dimitris N. Metaxas 3DPC 33 76 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 66 34 0 21 Mar 2022
Learning Optical Flow with Adaptive Graph Reasoning Ao Luo Fan Yang Kunming Luo Xin Li Haoqiang Fan Shuaicheng Liu 27 56 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 27 17 0 02 Feb 2022
360° Optical Flow using Tangent Images Mingze Yuan Christian Richardt MDE 22 13 0 28 Dec 2021
GMFlow: Learning Optical Flow via Global Matching Haofei Xu Jing Zhang Jianfei Cai Hamid Rezatofighi Dacheng Tao 53 342 0 26 Nov 2021
Efficient 3D Deep LiDAR Odometry Guangming Wang Xin Wu Shuyang Jiang Zhe Liu Hesheng Wang 3DPC 41 46 0 03 Nov 2021
Optical Flow Reusing for High-Efficiency Space-Time Video Super Resolution Yuantong Zhang Huairui Wang Ziru Xu Zhenzhong Chen SupR 54 17 0 13 Oct 2021
Sensor-Guided Optical Flow Matteo Poggi Filippo Aleotti S. Mattoccia 25 5 0 30 Sep 2021
DDCNet-Multires: Effective Receptive Field Guided Multiresolution CNN for Dense Prediction A. Salehi M. Balasubramanian 27 2 0 12 Jul 2021
DDCNet: Deep Dilated Convolutional Neural Network for Dense Prediction A. Salehi M. Balasubramanian MDE 21 14 0 09 Jul 2021
High-Resolution Optical Flow from 1D Attention and Correlation Haofei Xu Jiaolong Yang Jianfei Cai Juyong Zhang Xin Tong 78 75 0 28 Apr 2021
Self-Supervised Pillar Motion Learning for Autonomous Driving Chenxu Luo Xiaodong Yang Alan Yuille SSL 3DPC 33 66 0 18 Apr 2021
Occlusion Guided Self-supervised Scene Flow Estimation on 3D Point Clouds Bojun Ouyang D. Raviv 3DPC 36 17 0 10 Apr 2021
Learning optical flow from still images Filippo Aleotti Matteo Poggi S. Mattoccia 3DPC 36 34 0 08 Apr 2021
Learning Optical Flow from a Few Matches Shihao Jiang Yao Lu Hongdong Li Richard I. Hartley 16 70 0 05 Apr 2021
COTR: Correspondence Transformer for Matching Across Images Wei Jiang Eduard Trulls J. Hosang Andrea Tagliasacchi K. M. Yi ViT 46 258 0 25 Mar 2021
Normalized Convolution Upsampling for Refined Optical Flow Estimation Abdelrahman Eldesokey M. Felsberg 30 12 0 13 Feb 2021
Occlusion Guided Scene Flow Estimation on 3D Point Clouds Bojun Ouyang D. Raviv 3DPC 27 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 14 3 0 19 Nov 2020
GOCor: Bringing Globally Optimized Correspondence Volumes into Your Neural Network Prune Truong Martin Danelljan Luc Van Gool Radu Timofte 30 76 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 52 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 35 13 0 20 Jul 2020
LiteFlowNet3: Resolving Correspondence Ambiguity for More Accurate Optical Flow Estimation Tak-Wai Hui Chen Change Loy 23 66 0 18 Jul 2020
STaRFlow: A SpatioTemporal Recurrent Cell for Lightweight Multi-Frame Optical Flow Estimation Pierre Godet Alexandre Boulch A. Plyer G. L. Besnerais 24 19 0 10 Jul 2020
Multiple Video Frame Interpolation via Enhanced Deformable Separable Convolution Xianhang Cheng Zhenzhong Chen 28 128 0 15 Jun 2020
Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation L. Liu Jiangning Zhang Ruifei He Yong Liu Yabiao Wang Ying Tai Donghao Luo Chengjie Wang Jilin Li Feiyue Huang 30 175 0 29 Mar 2020
RAFT: Recurrent All-Pairs Field Transforms for Optical Flow Zachary Teed Jia Deng MDE 71 2,550 0 26 Mar 2020
SENSE: a Shared Encoder Network for Scene-flow Estimation Huaizu Jiang Deqing Sun Varun Jampani Zhaoyang Lv Erik Learned-Miller Jan Kautz 3DPC VOS 24 74 0 27 Oct 2019
Deep Video Deblurring: The Devil is in the Details Jochen Gast Stefan Roth 29 24 0 26 Sep 2019
An Empirical Evaluation Study on the Training of SDC Features for Dense Pixel Matching René Schuster Oliver Wasenmüller C. Unger D. Stricker 21 2 0 12 Apr 2019
Iterative Residual Refinement for Joint Optical Flow and Occlusion Estimation Junhwa Hur Stefan Roth 23 271 0 10 Apr 2019
A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization Tak-Wai Hui Xiaoou Tang Chen Change Loy 3DPC 23 177 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 18 87 0 23 Oct 2018