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

29 March 2020

L. Liu

Jiangning Zhang

Ruifei He

Yong Liu

Yabiao Wang

Ying Tai

Donghao Luo

Chengjie Wang

Jilin Li

Feiyue Huang

ArXiv PDF HTML

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

35 / 35 papers shown

Title
OncoReg: Medical Image Registration for Oncological Challenges Wiebke Heyer Yannic Elser Lennart Berkel Xinrui Song Xuanang Xu ... Christoph Großbröhmer Lasse Hansen Alessa Hering Malte M. Sieren Mattias P. Heinrich 39 0 0 29 Mar 2025
Learning segmentation from point trajectories Laurynas Karazija Iro Laina Christian Rupprecht Andrea Vedaldi 3DPC 106 1 0 21 Jan 2025
Explicit Motion Handling and Interactive Prompting for Video Camouflaged Object Detection Xin Zhang Tao Xiao Gepeng Ji Xuan Wu Keren Fu Qijun Zhao 47 2 0 04 Mar 2024
GAFlow: Incorporating Gaussian Attention into Optical Flow Ao Luo Fan Yang Xin Li Lang Nie Chunyu Lin Haoqiang Fan Shuaicheng Liu 39 22 0 28 Sep 2023
IndGIC: Supervised Action Recognition under Low Illumination Jing-Teng Zeng 27 1 0 29 Aug 2023
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features Adrien Bardes Jean Ponce Yann LeCun MDE 31 23 0 24 Jul 2023
Single-Image-Based Deep Learning for Segmentation of Early Esophageal Cancer Lesions Haipeng Li Di Liu Yunzhi Zeng Shuaicheng Liu Tao Gan N. Rao Jin-lin Yang Bing Zeng 19 6 0 09 Jun 2023
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 23 0 0 16 May 2023
FSNet: Redesign Self-Supervised MonoDepth for Full-Scale Depth Prediction for Autonomous Driving Yuxuan Liu Zhenhua Xu Huaiyang Huang Lujia Wang Ming-Yu Liu MDE 38 3 0 21 Apr 2023
Interactive Control over Temporal Consistency while Stylizing Video Streams Sumit Shekhar M. Reimann Moritz Hilscher Amir Semmo Jürgen Döllner Matthias Trapp 14 1 0 02 Jan 2023
Improving Unsupervised Video Object Segmentation with Motion-Appearance Synergy Long Lian Zhirong Wu Stella X. Yu VOS 14 0 0 17 Dec 2022
Lateral Strain Imaging using Self-supervised and Physically Inspired Constraints in Unsupervised Regularized Elastography A. Tehrani Md Ashikuzzaman H. Rivaz 32 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 20 8 0 04 Dec 2022
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns Laurynas Karazija Subhabrata Choudhury Iro Laina Christian Rupprecht Andrea Vedaldi OCL 98 20 0 21 Oct 2022
A Simple and Powerful Global Optimization for Unsupervised Video Object Segmentation Georgy Ponimatkin Nermin Samet Yanghua Xiao Yuming Du Renaud Marlet Vincent Lepetit VOS 72 20 0 19 Sep 2022
TokenCut: Segmenting Objects in Images and Videos with Self-supervised Transformer and Normalized Cut Yangtao Wang Xiaoke Shen Yuan. Yuan Yuming Du Maomao Li S. Hu James L. Crowley Dominique Vaufreydaz VOS ViT 15 76 0 01 Sep 2022
Temporal View Synthesis of Dynamic Scenes through 3D Object Motion Estimation with Multi-Plane Images Nagabhushan Somraj Pranali Sancheti R. Soundararajan 27 4 0 19 Aug 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
Segmenting Moving Objects via an Object-Centric Layered Representation Jun Xie Weidi Xie Andrew Zisserman VOS OCL 28 47 0 05 Jul 2022
Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration Jing Lin Xiaowan Hu Yuanhao Cai Haoqian Wang Youliang Yan X. Zou Yulun Zhang Luc Van Gool 46 17 0 20 May 2022
Unsupervised Learning of Accurate Siamese Tracking Qiuhong Shen Leixian Qiao Jinyang Guo Peixia Li Xin Li Bo-wen Li Weitao Feng Weihao Gan Wei Wu Wanli Ouyang 25 41 0 04 Apr 2022
Disentangling Architecture and Training for Optical Flow Deqing Sun Charles Herrmann F. Reda Michael Rubinstein David Fleet William T. Freeman 3DPC OOD 53 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 13 10 0 09 Mar 2022
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning Alessa Hering Lasse Hansen Tony C. W. Mok Albert C. S. Chung H. Siebert ... K. Murphy Nikolas Lessmann Bram van Ginneken Adrian V. Dalca M. Heinrich 29 181 0 08 Dec 2021
Digging into Uncertainty in Self-supervised Multi-view Stereo Hongbin Xu Zhipeng Zhou Yali Wang Wenxiong Kang Baigui Sun Hao Li Yu Qiao UQCV 13 54 0 30 Aug 2021
Asymmetric Bilateral Motion Estimation for Video Frame Interpolation Jun-ho Park Chulwoo Lee Chang-Su Kim 22 150 0 15 Aug 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 12 80 0 14 May 2021
Occlusion Guided Self-supervised Scene Flow Estimation on 3D Point Clouds Bojun Ouyang D. Raviv 3DPC 26 17 0 10 Apr 2021
Learning optical flow from still images Filippo Aleotti Matteo Poggi S. Mattoccia 3DPC 22 34 0 08 Apr 2021
Repurposing GANs for One-shot Semantic Part Segmentation Nontawat Tritrong Pitchaporn Rewatbowornwong Supasorn Suwajanakorn 26 108 0 07 Mar 2021
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 27 33 0 16 Nov 2020
STaRFlow: A SpatioTemporal Recurrent Cell for Lightweight Multi-Frame Optical Flow Estimation Pierre Godet Alexandre Boulch A. Plyer G. L. Besnerais 11 19 0 10 Jul 2020