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Learning by Analogy: Reliable Supervision from Transformations for
  Unsupervised Optical Flow Estimation
v1v2 (latest)

Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation

Computer Vision and Pattern Recognition (CVPR), 2020
29 March 2020
Lu Liu
Jiangning Zhang
Ruifei He
Yong Liu
Yabiao Wang
Ying Tai
Donghao Luo
Chengjie Wang
Jilin Li
Feiyue Huang
ArXiv (abs)PDFHTML

Papers citing "Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation"

50 / 113 papers shown
Rethinking Unsupervised Cross-modal Flow Estimation: Learning from Decoupled Optimization and Consistency Constraint
Rethinking Unsupervised Cross-modal Flow Estimation: Learning from Decoupled Optimization and Consistency Constraint
Runmin Zhang
Jialiang Wang
S. Cao
Zhu Yu
Junchen Yu
Guangyi Zhang
Hui-Liang Shen
132
0
0
29 Sep 2025
FlowSeek: Optical Flow Made Easier with Depth Foundation Models and Motion Bases
FlowSeek: Optical Flow Made Easier with Depth Foundation Models and Motion Bases
Matteo Poggi
Fabio Tosi
150
6
0
05 Sep 2025
Taming generative video models for zero-shot optical flow extraction
Taming generative video models for zero-shot optical flow extraction
Seungwoo Kim
Khai Loong Aw
Klemen Kotar
Cristobal Eyzaguirre
Wanhee Lee
...
Jared Watrous
Stefan Stojanov
Juan Carlos Niebles
Jiajun Wu
Daniel L. K. Yamins
VGen
195
4
0
11 Jul 2025
Flow-Anything: Learning Real-World Optical Flow Estimation from Large-Scale Single-view Images
Flow-Anything: Learning Real-World Optical Flow Estimation from Large-Scale Single-view ImagesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025
Yingping Liang
Ying Fu
Yutao Hu
Wenqi Shao
Jiaming Liu
Debing Zhang
233
6
0
09 Jun 2025
Self-Supervised Spatial Correspondence Across Modalities
Self-Supervised Spatial Correspondence Across ModalitiesComputer Vision and Pattern Recognition (CVPR), 2025
Ayush Shrivastava
Andrew Owens
SSL
315
2
0
03 Jun 2025
TimeTracker: Event-based Continuous Point Tracking for Video Frame Interpolation with Non-linear Motion
TimeTracker: Event-based Continuous Point Tracking for Video Frame Interpolation with Non-linear MotionComputer Vision and Pattern Recognition (CVPR), 2025
Haoyue Liu
Jinghan Xu
Yi Chang
Hanyu Zhou
Haozhi Zhao
Lin Wang
Luxin Yan
388
6
0
06 May 2025
Point Tracking in Surgery--The 2024 Surgical Tattoos in Infrared (STIR) Challenge
Point Tracking in Surgery--The 2024 Surgical Tattoos in Infrared (STIR) Challenge
Adam Schmidt
Mert Asim Karaoglu
Soham Sinha
Mingang Jang
Ho-Gun Ha
...
Zijian Wu
A. Ladikos
S. DiMaio
Septimiu E. Salcudean
Omid Mohareri
242
3
0
31 Mar 2025
OncoReg: Medical Image Registration for Oncological Challenges
OncoReg: Medical Image Registration for Oncological Challenges
Wiebke Heyer
Yannic Elser
Lennart Berkel
Xinrui Song
Xuanang Xu
...
Christoph Großbröhmer
Alessa Hering
Malte M. Sieren
Mattias P. Heinrich
M. Heinrich
351
0
0
29 Mar 2025
Endo-TTAP: Robust Endoscopic Tissue Tracking via Multi-Facet Guided Attention and Hybrid Flow-point Supervision
Endo-TTAP: Robust Endoscopic Tissue Tracking via Multi-Facet Guided Attention and Hybrid Flow-point Supervision
Rulin Zhou
Wenlong He
An Wang
Qiqi Yao
Haijun Hu
Jiankun Wang
Xi Zhang an Hongliang Ren
248
0
0
28 Mar 2025
Self-Supervised Learning of Motion Concepts by Optimizing Counterfactuals
Self-Supervised Learning of Motion Concepts by Optimizing Counterfactuals
Stefan Stojanov
David Wendt
Seungwoo Kim
R. Venkatesh
Kevin T. Feigelis
Jiajun Wu
Daniel L. K. Yamins
SSL
399
4
0
25 Mar 2025
Bridge Frame and Event: Common Spatiotemporal Fusion for High-Dynamic Scene Optical Flow
Bridge Frame and Event: Common Spatiotemporal Fusion for High-Dynamic Scene Optical FlowComputer Vision and Pattern Recognition (CVPR), 2025
Hanyu Zhou
Haonan Wang
Haoyue Liu
Yuxing Duan
Yi Chang
Luxin Yan
446
4
0
10 Mar 2025
Learning segmentation from point trajectories
Learning segmentation from point trajectoriesNeural Information Processing Systems (NeurIPS), 2025
Laurynas Karazija
Iro Laina
Christian Rupprecht
Andrea Vedaldi
3DPC
959
10
0
21 Jan 2025
Benchmarking the Robustness of Optical Flow Estimation to Corruptions
Benchmarking the Robustness of Optical Flow Estimation to Corruptions
Zhonghua Yi
Hao-miao Shi
Zhijie Xu
Yao Gao
Ze Wang
Yanmei Zhang
Kailun Yang
Kaiwei Wang
AAML
398
3
0
22 Nov 2024
UnDIVE: Generalized Underwater Video Enhancement Using Generative Priors
UnDIVE: Generalized Underwater Video Enhancement Using Generative PriorsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Suhas Srinath
Aditya Chandrasekar
Hemang Jamadagni
R. Soundararajan
Prathosh A P
VGenDiffM
290
3
0
08 Nov 2024
Sparsh: Self-supervised touch representations for vision-based tactile
  sensing
Sparsh: Self-supervised touch representations for vision-based tactile sensingConference on Robot Learning (CoRL), 2024
Carolina Higuera
Akash Sharma
Chaithanya Krishna Bodduluri
Taosha Fan
Patrick E. Lancaster
...
Michael Kaess
Byron Boots
Mike Lambeta
Tingfan Wu
Mustafa Mukadam
400
64
0
31 Oct 2024
CoTracker3: Simpler and Better Point Tracking by Pseudo-Labelling Real
  Videos
CoTracker3: Simpler and Better Point Tracking by Pseudo-Labelling Real Videos
Nikita Karaev
Iurii Makarov
Jianyuan Wang
Natalia Neverova
Andrea Vedaldi
Christian Rupprecht
365
284
0
15 Oct 2024
Adverse Weather Optical Flow: Cumulative Homogeneous-Heterogeneous
  Adaptation
Adverse Weather Optical Flow: Cumulative Homogeneous-Heterogeneous AdaptationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024
Hanyu Zhou
Yi Chang
Zhiwei Shi
Wending Yan
Gang Chen
Yonghong Tian
Luxin Yan
368
6
0
25 Sep 2024
Self-Supervised Any-Point Tracking by Contrastive Random Walks
Self-Supervised Any-Point Tracking by Contrastive Random WalksEuropean Conference on Computer Vision (ECCV), 2024
Ayush Shrivastava
Andrew Owens
342
11
0
24 Sep 2024
Diff-Tracker: Text-to-Image Diffusion Models are Unsupervised Trackers
Diff-Tracker: Text-to-Image Diffusion Models are Unsupervised Trackers
Zitao Gao
Li Xu
Duo Peng
Hossein Rahmani
Jun Liu
392
25
0
11 Jul 2024
CardioSpectrum: Comprehensive Myocardium Motion Analysis with 3D Deep
  Learning and Geometric Insights
CardioSpectrum: Comprehensive Myocardium Motion Analysis with 3D Deep Learning and Geometric Insights
Shahar Zuler
Shai Tejman-Yarden
Dan Raviv
416
1
0
04 Jul 2024
UnSAMFlow: Unsupervised Optical Flow Guided by Segment Anything Model
UnSAMFlow: Unsupervised Optical Flow Guided by Segment Anything ModelComputer Vision and Pattern Recognition (CVPR), 2024
Shuai Yuan
Lei Luo
Zhuo Hui
Can Pu
Xiaoyu Xiang
Rakesh Ranjan
D. Demandolx
323
12
0
04 May 2024
Factorized Motion Fields for Fast Sparse Input Dynamic View Synthesis
Factorized Motion Fields for Fast Sparse Input Dynamic View Synthesis
Nagabhushan Somraj
K. Choudhary
S. H. Mupparaju
R. Soundararajan
316
11
0
17 Apr 2024
MemFlow: Optical Flow Estimation and Prediction with Memory
MemFlow: Optical Flow Estimation and Prediction with Memory
Qiaole Dong
Yanwei Fu
328
74
0
07 Apr 2024
Geometric Constraints in Deep Learning Frameworks: A Survey
Geometric Constraints in Deep Learning Frameworks: A SurveyACM Computing Surveys (ACM CSUR), 2024
Vibhas Kumar Vats
David J. Crandall
3DV
363
3
0
19 Mar 2024
Exploring Optical Flow Inclusion into nnU-Net Framework for Surgical
  Instrument Segmentation
Exploring Optical Flow Inclusion into nnU-Net Framework for Surgical Instrument Segmentation
Marcos Fernández-Rodríguez
Bruno Silva
Sandro Queirós
Helena R. Torres
Bruno Oliveira
Pedro Morais
L. R. Buschle
Jorge Correia-Pinto
Estevão Lima
João L. Vilaça
127
2
0
15 Mar 2024
Explicit Motion Handling and Interactive Prompting for Video Camouflaged Object Detection
Explicit Motion Handling and Interactive Prompting for Video Camouflaged Object Detection
Xin Zhang
Tao Xiao
Gepeng Ji
Xuan Wu
Keren Fu
Qijun Zhao
340
9
0
04 Mar 2024
BootsTAP: Bootstrapped Training for Tracking-Any-Point
BootsTAP: Bootstrapped Training for Tracking-Any-Point
Carl Doersch
Pauline Luc
Yi Yang
Dilara Gokay
Skanda Koppula
...
Joseph Heyward
Ignacio Rocco
Ross Goroshin
João Carreira
Andrew Zisserman
394
112
0
01 Feb 2024
Key-point Guided Deformable Image Manipulation Using Diffusion Model
Key-point Guided Deformable Image Manipulation Using Diffusion ModelBritish Machine Vision Conference (BMVC), 2024
SeokHwan Oh
Gui-Jae Jung
Myeong-Gee Kim
Sang-Yun Kim
Youngmin Kim
Hyeon-jik Lee
Hyuksool Kwon
Hyeon-Min Bae
DiffM
368
1
0
16 Jan 2024
Appearance-based Refinement for Object-Centric Motion Segmentation
Appearance-based Refinement for Object-Centric Motion Segmentation
Junyu Xie
Weidi Xie
Andrew Zisserman
VOS
398
8
0
18 Dec 2023
Self-Supervised Motion Magnification by Backpropagating Through Optical
  Flow
Self-Supervised Motion Magnification by Backpropagating Through Optical FlowNeural Information Processing Systems (NeurIPS), 2023
Zhaoying Pan
Daniel Geng
Andrew Owens
MDE
273
13
0
28 Nov 2023
Tracking and Mapping in Medical Computer Vision: A Review
Tracking and Mapping in Medical Computer Vision: A Review
Adam Schmidt
Omid Mohareri
S. DiMaio
Michael C. Yip
Septimiu E. Salcudean
416
65
0
17 Oct 2023
UFD-PRiME: Unsupervised Joint Learning of Optical Flow and Stereo Depth
  through Pixel-Level Rigid Motion Estimation
UFD-PRiME: Unsupervised Joint Learning of Optical Flow and Stereo Depth through Pixel-Level Rigid Motion Estimation
Shuai Yuan
Carlo Tomasi
MDE3DPC
311
2
0
07 Oct 2023
GAFlow: Incorporating Gaussian Attention into Optical Flow
GAFlow: Incorporating Gaussian Attention into Optical FlowIEEE International Conference on Computer Vision (ICCV), 2023
Ao Luo
Fan Yang
Xin Li
Lang Nie
Chunyu Lin
Haoqiang Fan
Shuaicheng Liu
252
35
0
28 Sep 2023
GelFlow: Self-supervised Learning of Optical Flow for Vision-Based
  Tactile Sensor Displacement Measurement
GelFlow: Self-supervised Learning of Optical Flow for Vision-Based Tactile Sensor Displacement MeasurementInternational Conference on Intelligent Robotics and Applications (ICIRA), 2023
Zhiyuan Zhang
Hua Yang
Zhouping Yin
MDE
193
6
0
13 Sep 2023
MPI-Flow: Learning Realistic Optical Flow with Multiplane Images
MPI-Flow: Learning Realistic Optical Flow with Multiplane ImagesIEEE International Conference on Computer Vision (ICCV), 2023
Yingping Liang
Jiaming Liu
Debing Zhang
Ying Fu
227
12
0
13 Sep 2023
StereoFlowGAN: Co-training for Stereo and Flow with Unsupervised Domain
  Adaptation
StereoFlowGAN: Co-training for Stereo and Flow with Unsupervised Domain AdaptationBritish Machine Vision Conference (BMVC), 2023
Zhexiao Xiong
Feng Qiao
Yu Zhang
Nathan Jacobs
321
4
0
04 Sep 2023
IndGIC: Supervised Action Recognition under Low Illumination
IndGIC: Supervised Action Recognition under Low Illumination
Jing-Teng Zeng
222
4
0
29 Aug 2023
LOCATE: Self-supervised Object Discovery via Flow-guided Graph-cut and
  Bootstrapped Self-training
LOCATE: Self-supervised Object Discovery via Flow-guided Graph-cut and Bootstrapped Self-trainingBritish Machine Vision Conference (BMVC), 2023
Silky Singh
Shripad Deshmukh
Mausoom Sarkar
Balaji Krishnamurthy
483
10
0
22 Aug 2023
Freespace Optical Flow Modeling for Automated Driving
Freespace Optical Flow Modeling for Automated DrivingIEEE/ASME transactions on mechatronics (IEEE/ASME Trans. Mechatronics), 2023
Yi Feng
Ruge Zhang
Jiayuan Du
Qijun Chen
Rui Fan
356
9
0
29 Jul 2023
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised
  Learning of Motion and Content Features
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features
Adrien Bardes
Jean Ponce
Yann LeCun
MDE
302
42
0
24 Jul 2023
Unsupervised Optical Flow Estimation with Dynamic Timing Representation
  for Spike Camera
Unsupervised Optical Flow Estimation with Dynamic Timing Representation for Spike CameraNeural Information Processing Systems (NeurIPS), 2023
Lujie Xia
Haobin Jiang
Rui Zhao
Jiyuan Zhang
Lei Ma
Zhaofei Yu
Tiejun Huang
Ruiqin Xiong
227
18
0
12 Jul 2023
FODVid: Flow-guided Object Discovery in Videos
FODVid: Flow-guided Object Discovery in Videos
Silky Singh
Shripad Deshmukh
Mausoom Sarkar
R. Jain
Mayur Hemani
Balaji Krishnamurthy
VOS
249
3
0
10 Jul 2023
Latent Graph Attention for Enhanced Spatial Context
Latent Graph Attention for Enhanced Spatial Context
Ayush Singh
Yash Bhambhu
Himanshu Buckchash
D. K. Gupta
Dilip K. Prasad
260
5
0
09 Jul 2023
Single-Image-Based Deep Learning for Segmentation of Early Esophageal
  Cancer Lesions
Single-Image-Based Deep Learning for Segmentation of Early Esophageal Cancer LesionsIEEE Transactions on Image Processing (IEEE TIP), 2023
Haipeng Li
Di Liu
Yunzhi Zeng
Shuaicheng Liu
Tao Gan
N. Rao
Jin-lin Yang
Bing Zeng
278
20
0
09 Jun 2023
Modelling Human Visual Motion Processing with Trainable Motion Energy
  Sensing and a Self-attention Network
Modelling Human Visual Motion Processing with Trainable Motion Energy Sensing and a Self-attention Network
Zitang Sun
Yen-Ju Chen
Yung-Hao Yang
Shinýa Nishida
3DH
344
0
0
16 May 2023
FSNet: Redesign Self-Supervised MonoDepth for Full-Scale Depth
  Prediction for Autonomous Driving
FSNet: Redesign Self-Supervised MonoDepth for Full-Scale Depth Prediction for Autonomous DrivingIEEE Transactions on Automation Science and Engineering (IEEE TASE), 2023
Yuxuan Liu
Zhenhua Xu
Huaiyang Huang
Lujia Wang
Ming-Yuan Liu
MDE
285
8
0
21 Apr 2023
Bootstrapping Objectness from Videos by Relaxed Common Fate and Visual
  Grouping
Bootstrapping Objectness from Videos by Relaxed Common Fate and Visual GroupingComputer Vision and Pattern Recognition (CVPR), 2023
Long Lian
Zhirong Wu
Stella X. Yu
VOS
235
18
0
17 Apr 2023
Unsupervised Learning Optical Flow in Multi-frame Dynamic Environment
  Using Temporal Dynamic Modeling
Unsupervised Learning Optical Flow in Multi-frame Dynamic Environment Using Temporal Dynamic Modeling
Zitang Sun
Shinýa Nishida
Zhengbo Luo
213
2
0
14 Apr 2023
BiFormer: Learning Bilateral Motion Estimation via Bilateral Transformer
  for 4K Video Frame Interpolation
BiFormer: Learning Bilateral Motion Estimation via Bilateral Transformer for 4K Video Frame InterpolationComputer Vision and Pattern Recognition (CVPR), 2023
Jun-ho Park
Jintae Kim
Chang-Su Kim
218
38
0
05 Apr 2023
Unsupervised Hierarchical Domain Adaptation for Adverse Weather Optical
  Flow
Unsupervised Hierarchical Domain Adaptation for Adverse Weather Optical FlowAAAI Conference on Artificial Intelligence (AAAI), 2023
Hanyu Zhou
Yi Chang
Gang Chen
Luxin Yan
313
6
0
24 Mar 2023
123
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