SelFlow: Self-Supervised Learning of Optical Flow

19 April 2019

Pengpeng Liu

Michael Lyu

Irwin King

Jia Xu

SSL

ArXiv PDF HTML

Papers citing "SelFlow: Self-Supervised Learning of Optical Flow"

50 / 53 papers shown

Title
Pixel Motion as Universal Representation for Robot Control Kanchana Ranasinghe Xiang Li Cristina Mata J. Park Michael S. Ryoo VGen 32 0 0 12 May 2025
Advancing Video Anomaly Detection: A Bi-Directional Hybrid Framework for Enhanced Single- and Multi-Task Approaches Guodong Shen Yuqi Ouyang Junru Lu Yixuan Yang Victor Sanchez 36 1 0 20 Apr 2025
UnSAMFlow: Unsupervised Optical Flow Guided by Segment Anything Model Shuai Yuan Lei Luo Zhuo Hui Can Pu Xiaoyu Xiang Rakesh Ranjan D. Demandolx 29 4 0 04 May 2024
Made to Order: Discovering monotonic temporal changes via self-supervised video ordering Charig Yang Weidi Xie Andrew Zisserman 34 1 0 25 Apr 2024
Doduo: Learning Dense Visual Correspondence from Unsupervised Semantic-Aware Flow Zhenyu Jiang Hanwen Jiang Yuke Zhu VOS 14 4 0 26 Sep 2023
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features Adrien Bardes Jean Ponce Yann LeCun MDE 33 23 0 24 Jul 2023
Towards Saner Deep Image Registration Bin Duan Ming Zhong Yan Yan MedIm 24 2 0 19 Jul 2023
Neuromorphic Optical Flow and Real-time Implementation with Event Cameras Yannick Schnider Stanisław Woźniak Mathias Gehrig J. Lecomte Axel von Arnim Luca Benini Davide Scaramuzza A. Pantazi 32 15 0 14 Apr 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 19 0 0 27 Jan 2023
Lateral Strain Imaging using Self-supervised and Physically Inspired Constraints in Unsupervised Regularized Elastography A. Tehrani Md Ashikuzzaman H. Rivaz 40 16 0 16 Dec 2022
Self-supervised AutoFlow Hsin-Ping Huang Charles Herrmann Junhwa Hur Erika Lu Kyle Sargent Austin Stone Ming Yang Deqing Sun 22 8 0 04 Dec 2022
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 20 80 0 18 Nov 2022
Unsupervised Flow Refinement near Motion Boundaries Shuzhi Yu Hannah Kim Shuai Yuan Carlo Tomasi 19 5 0 03 Aug 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 9 23 0 22 Jul 2022
Semi-Supervised Learning of Optical Flow by Flow Supervisor Woobin Im Sebin Lee Sung-eui Yoon 21 11 0 21 Jul 2022
SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection Antonio Bărbălău Radu Tudor Ionescu Mariana-Iuliana Georgescu J. Dueholm B. Ramachandra Kamal Nasrollahi F. Khan T. Moeslund M. Shah ViT 17 69 0 16 Jul 2022
Motion Estimation for Large Displacements and Deformations Qiao Chen Charalambos (Charis) Poullis 15 0 0 24 Jun 2022
IFRNet: Intermediate Feature Refine Network for Efficient Frame Interpolation Lingtong Kong Boyuan Jiang Donghao Luo Wenqing Chu Xiaoming Huang Ying Tai Chengjie Wang Jie Yang 70 145 0 29 May 2022
Self-Supervised Super-Resolution for Multi-Exposure Push-Frame Satellites N. Nguyen J. Anger Axel Davy Pablo Arias Gabriele Facciolo SupR 22 16 0 04 May 2022
CRAFT: Cross-Attentional Flow Transformer for Robust Optical Flow Xiuchao Sui Shaohua Li Xue Geng Yan Wu Xinxing Xu Yong Liu Rick Siow Mong Goh Hongyuan Zhu ViT 26 95 0 31 Mar 2022
Learning Optical Flow, Depth, and Scene Flow without Real-World Labels Vitor Campagnolo Guizilini Kuan-Hui Lee Rares Ambrus Adrien Gaidon SSL 3DPC MDE 35 44 0 28 Mar 2022
RNNPose: Recurrent 6-DoF Object Pose Refinement with Robust Correspondence Field Estimation and Pose Optimization Yan Xu Junyi Lin Guofeng Zhang Xiaogang Wang Hongsheng Li 24 58 0 24 Mar 2022
Disentangling Architecture and Training for Optical Flow Deqing Sun Charles Herrmann F. Reda Michael Rubinstein David Fleet William T. Freeman 3DPC OOD 58 34 0 21 Mar 2022
Optical Flow Training under Limited Label Budget via Active Learning Shuai Yuan Xian Sun Hannah Kim Shuzhi Yu Carlo Tomasi 15 10 0 09 Mar 2022
PanoFlow: Learning 360° Optical Flow for Surrounding Temporal Understanding Haowen Shi Yifan Zhou Kailun Yang Xiaoyue Yin Ze Wang Yaozu Ye Zhen-fei Yin Shi Meng Peng Li Kaiwei Wang 3DPC 50 20 0 27 Feb 2022
Learning Generalized Visual Odometry Using Position-Aware Optical Flow and Geometric Bundle Adjustment Yijun Cao Xian-Shi Zhang Fuya Luo Peng Peng Yongjie Li 22 10 0 22 Nov 2021
The Functional Correspondence Problem Zihang Lai Senthil Purushwalkam Abhinav Gupta 36 13 0 02 Sep 2021
NccFlow: Unsupervised Learning of Optical Flow With Non-occlusion from Geometry Guangming Wang Shuaiqi Ren Hesheng Wang 18 14 0 08 Jul 2021
SMURF: Self-Teaching Multi-Frame Unsupervised RAFT with Full-Image Warping Austin Stone Daniel Maurer Alper Ayvaci A. Angelova Rico Jonschkowski 23 80 0 14 May 2021
Self-Supervised Multi-Frame Monocular Scene Flow Junhwa Hur Stefan Roth MDE 21 48 0 05 May 2021
VOLDOR: Visual Odometry from Log-logistic Dense Optical flow Residuals Zhixiang Min Yiding Yang Enrique Dunn 34 36 0 14 Apr 2021
Occlusion Guided Self-supervised Scene Flow Estimation on 3D Point Clouds Bojun Ouyang D. Raviv 3DPC 28 17 0 10 Apr 2021
SVDistNet: Self-Supervised Near-Field Distance Estimation on Surround View Fisheye Cameras Varun Ravi Kumar Marvin Klingner S. Yogamani Markus Bach Stefan Milz Tim Fingscheidt Patrick Mäder MDE 48 37 0 09 Apr 2021
Learning optical flow from still images Filippo Aleotti Matteo Poggi S. Mattoccia 3DPC 28 34 0 08 Apr 2021
Track, Check, Repeat: An EM Approach to Unsupervised Tracking Adam W. Harley Yiming Zuo Jing Wen Ayush Mangal Shubhankar Potdar Ritwick Chaudhry Katerina Fragkiadaki 28 9 0 07 Apr 2021
Multiple Instance Captioning: Learning Representations from Histopathology Textbooks and Articles Jevgenij Gamper Nasir M. Rajpoot 21 60 0 08 Mar 2021
Self-supervised Geometric Perception Heng Yang W. Dong Luca Carlone V. Koltun 19 36 0 04 Mar 2021
DeepTag: An Unsupervised Deep Learning Method for Motion Tracking on Cardiac Tagging Magnetic Resonance Images Meng Ye Mikael Kanski D. Yang Qi Chang Zhennan Yan Qiaoying Huang L. Axel Dimitris N. Metaxas MedIm 33 40 0 04 Mar 2021
Learning Monocular Depth in Dynamic Scenes via Instance-Aware Projection Consistency Seokju Lee Sunghoon Im Stephen Lin In So Kweon 3DV MDE 14 87 0 04 Feb 2021
UPFlow: Upsampling Pyramid for Unsupervised Optical Flow Learning Kunming Luo Chuan Wang Shuaicheng Liu Haoqiang Fan Jue Wang Jian-jun Sun MDE 16 75 0 01 Dec 2020
Registration of serial sections: An evaluation method based on distortions of the ground truths Oleg Lobachev Takuya Funatomi Alexander Pfaffenroth R. Förster Lars Knudsen ... T. Salaets J. Toelen Simone Gaffling C. Mühlfeld R. Grothausmann 13 2 0 22 Nov 2020
EffiScene: Efficient Per-Pixel Rigidity Inference for Unsupervised Joint Learning of Optical Flow, Depth, Camera Pose and Motion Segmentation Yang Jiao T. Tran Guangming Shi 32 33 0 16 Nov 2020
FlowCaps: Optical Flow Estimation with Capsule Networks For Action Recognition Vinoj Jayasundara D. Roy Basura Fernando 3DPC 18 3 0 08 Nov 2020
For self-supervised learning, Rationality implies generalization, provably Yamini Bansal Gal Kaplun Boaz Barak OOD SSL 58 22 0 16 Oct 2020
Learnable Cost Volume Using the Cayley Representation Taihong Xiao Jinwei Yuan Deqing Sun Qifei Wang Xinyu Zhang Kehan Xu Ming-Hsuan Yang 44 12 0 21 Jul 2020
LiteFlowNet3: Resolving Correspondence Ambiguity for More Accurate Optical Flow Estimation Tak-Wai Hui Chen Change Loy 23 66 0 18 Jul 2020
Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic Guidance Marvin Klingner Jan-Aike Termöhlen Jonas Mikolajczyk Tim Fingscheidt MDE 35 317 0 14 Jul 2020
STaRFlow: A SpatioTemporal Recurrent Cell for Lightweight Multi-Frame Optical Flow Estimation Pierre Godet Alexandre Boulch A. Plyer G. L. Besnerais 16 19 0 10 Jul 2020
Optical Flow Estimation in the Deep Learning Age Junhwa Hur Stefan Roth 14 33 0 06 Apr 2020