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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
Deqing Sun
Xiaodong Yang
Ming-Yuan Liu
Jan Kautz
    3DPC
ArXiv (abs)PDFHTMLGithub (1684★)

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

50 / 69 papers shown
Title
DriveSuprim: Towards Precise Trajectory Selection for End-to-End Planning
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
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
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
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
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
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
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
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
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
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
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
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
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
MDE3DPC
64
16
0
27 Jul 2022
RealFlow: EM-based Realistic Optical Flow Dataset Generation from Videos
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
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
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
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
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
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
Disentangling Architecture and Training for Optical Flow
Deqing Sun
Charles Herrmann
F. Reda
Michael Rubinstein
David Fleet
William T. Freeman
3DPCOOD
152
35
0
21 Mar 2022
CSFlow: Learning Optical Flow via Cross Strip Correlation for Autonomous
  Driving
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
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
360° Optical Flow using Tangent Images
Mingze Yuan
Christian Richardt
MDE
100
13
0
28 Dec 2021
GMFlow: Learning Optical Flow via Global Matching
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
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
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
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
Sensor-Guided Optical Flow
Matteo Poggi
Filippo Aleotti
S. Mattoccia
88
5
0
30 Sep 2021
E-RAFT: Dense Optical Flow from Event Cameras
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
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
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
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
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
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
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
Self-Supervised Pillar Motion Learning for Autonomous Driving
Chenxu Luo
Xiaodong Yang
Alan Yuille
SSL3DPC
60
66
0
18 Apr 2021
Occlusion Guided Self-supervised Scene Flow Estimation on 3D Point
  Clouds
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
Learning optical flow from still images
Filippo Aleotti
Matteo Poggi
S. Mattoccia
3DPC
91
35
0
08 Apr 2021
LIFE: Lighting Invariant Flow Estimation
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
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
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
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
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
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
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
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
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
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
LiteFlowNet3: Resolving Correspondence Ambiguity for More Accurate Optical Flow Estimation
Tak-Wai Hui
Chen Change Loy
80
68
0
18 Jul 2020
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