Back to Basics: Unsupervised Learning of Optical Flow via Brightness Constancy and Motion Smoothness

20 August 2016

Papers citing "Back to Basics: Unsupervised Learning of Optical Flow via Brightness Constancy and Motion Smoothness"

50 / 78 papers shown

Title
FLINT: Learning-based Flow Estimation and Temporal Interpolation for Scientific Ensemble Visualization Hamid Gadirov Jos B. T. M. Roerdink Steffen Frey AI4CE 73 1 0 24 Feb 2025
UnSAMFlow: Unsupervised Optical Flow Guided by Segment Anything Model Shuai Yuan Lei Luo Zhuo Hui Can Pu Xiaoyu Xiang Rakesh Ranjan D. Demandolx 32 4 0 04 May 2024
GAFlow: Incorporating Gaussian Attention into Optical Flow Ao Luo Fan Yang Xin Li Lang Nie Chunyu Lin Haoqiang Fan Shuaicheng Liu 41 22 0 28 Sep 2023
Doduo: Learning Dense Visual Correspondence from Unsupervised Semantic-Aware Flow Zhenyu Jiang Hanwen Jiang Yuke Zhu VOS 27 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 36 23 0 24 Jul 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
Self-supervised AutoFlow Hsin-Ping Huang Charles Herrmann Junhwa Hur Erika Lu Kyle Sargent Austin Stone Ming Yang Deqing Sun 35 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 29 82 0 18 Nov 2022
Weakly-Supervised Optical Flow Estimation for Time-of-Flight Michael Schelling Pedro Hermosilla Timo Ropinski 23 6 0 11 Oct 2022
Unsupervised Flow Refinement near Motion Boundaries Shuzhi Yu Hannah Kim Shuai Yuan Carlo Tomasi 19 5 0 03 Aug 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 17 23 0 22 Jul 2022
Learning Regularized Multi-Scale Feature Flow for High Dynamic Range Imaging Qian Ye Masanori Suganuma Jun Xiao Takayuki Okatani 21 3 0 06 Jul 2022
Self-SuperFlow: Self-supervised Scene Flow Prediction in Stereo Sequences Katharina Bendig René Schuster D. Stricker 3DPC 14 1 0 30 Jun 2022
FlowNet-PET: Unsupervised Learning to Perform Respiratory Motion Correction in PET Imaging T. O'Briain C. Uribe K. M. Yi Jonas Teuwen I. Sechopoulos M. Bazalova-Carter MedIm 16 2 0 27 May 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 54 17 0 20 May 2022
Unsupervised Learning of Depth, Camera Pose and Optical Flow from Monocular Video D. Mandal Abhilash Jain MDE 20 1 0 19 May 2022
Conditional Visual Servoing for Multi-Step Tasks Sergio Izquierdo Max Argus Thomas Brox 34 4 0 17 May 2022
Self-Supervised Super-Resolution for Multi-Exposure Push-Frame Satellites N. Nguyen J. Anger Axel Davy Pablo Arias Gabriele Facciolo SupR 30 16 0 04 May 2022
Robust Cross-Modal Representation Learning with Progressive Self-Distillation A. Andonian Shixing Chen Raffay Hamid VLM 29 54 0 10 Apr 2022
Learning Optical Flow, Depth, and Scene Flow without Real-World Labels Vitor Campagnolo Guizilini Kuan-Hui Lee Rares Andrei Ambrus Adrien Gaidon SSL 3DPC MDE 38 44 0 28 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
Stochastic Video Prediction with Structure and Motion Adil Kaan Akan Sadra Safadoust Fatma Guney VGen 24 9 0 20 Mar 2022
Optical Flow Training under Limited Label Budget via Active Learning Shuai Yuan Xian Sun Hannah Kim Shuzhi Yu Carlo Tomasi 18 10 0 09 Mar 2022
ChiTransformer:Towards Reliable Stereo from Cues Qing Su Shihao Ji MDE ViT 18 12 0 09 Mar 2022
Self-Supervised Learning of Perceptually Optimized Block Motion Estimates for Video Compression Somdyuti Paul A. Norkin A. Bovik 12 4 0 05 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 22 2 0 12 Jul 2021
DDCNet: Deep Dilated Convolutional Neural Network for Dense Prediction A. Salehi M. Balasubramanian MDE 13 14 0 09 Jul 2021
NccFlow: Unsupervised Learning of Optical Flow With Non-occlusion from Geometry Guangming Wang Shuaiqi Ren Hesheng Wang 23 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 40 81 0 14 May 2021
Representation Learning via Global Temporal Alignment and Cycle-Consistency Isma Hadji Konstantinos G. Derpanis Allan D. Jepson AI4TS 14 54 0 11 May 2021
Learning optical flow from still images Filippo Aleotti Matteo Poggi S. Mattoccia 3DPC 36 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
Revisiting Self-Supervised Monocular Depth Estimation Ue-Hwan Kim Jong-Hwan Kim SSL MDE 36 7 0 23 Mar 2021
UPFlow: Upsampling Pyramid for Unsupervised Optical Flow Learning Kunming Luo Chuan Wang Shuaicheng Liu Haoqiang Fan Jue Wang Jian Sun MDE 27 75 0 01 Dec 2020
Unsupervised part representation by Flow Capsules S. Sabour Andrea Tagliasacchi S. Yazdani Geoffrey E. Hinton David J. Fleet 3DPC OCL 30 37 0 27 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 35 33 0 16 Nov 2020
Back to Event Basics: Self-Supervised Learning of Image Reconstruction for Event Cameras via Photometric Constancy Federico Paredes-Valles Guido de Croon 27 146 0 17 Sep 2020
$S^3$ Net: Semantic-Aware Self-supervised Depth Estimation with Monocular Videos and Synthetic Data Bin Cheng Inderjot Singh Saggu Raunak Shah G. Bansal Dinesh Bharadia MDE 23 25 0 28 Jul 2020
CrossTransformers: spatially-aware few-shot transfer Carl Doersch Ankush Gupta Andrew Zisserman ViT 215 330 0 22 Jul 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
BMBC:Bilateral Motion Estimation with Bilateral Cost Volume for Video Interpolation Jun-ho Park Keunsoo Ko Chulwoo Lee Chang-Su Kim 42 203 0 17 Jul 2020
Cortical surface registration using unsupervised learning Jieyu Cheng Adrian V. Dalca Bruce Fischl Lilla Zöllei 24 33 0 09 Apr 2020
Optical Flow Estimation in the Deep Learning Age Junhwa Hur Stefan Roth 14 33 0 06 Apr 2020
RANSAC-Flow: generic two-stage image alignment Xi Shen Franccois Darmon Alexei A. Efros Mathieu Aubry 21 87 0 03 Apr 2020
Distilled Semantics for Comprehensive Scene Understanding from Videos Fabio Tosi Filippo Aleotti Pierluigi Zama Ramirez Matteo Poggi Samuele Salti Luigi Di Stefano S. Mattoccia MDE 19 76 0 31 Mar 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
Spike-FlowNet: Event-based Optical Flow Estimation with Energy-Efficient Hybrid Neural Networks Chankyu Lee Adarsh Kosta A. Z. Zhu Kenneth Chaney Kostas Daniilidis Kaushik Roy 91 160 0 14 Mar 2020
Softmax Splatting for Video Frame Interpolation Simon Niklaus Feng Liu 36 379 0 11 Mar 2020
Every Frame Counts: Joint Learning of Video Segmentation and Optical Flow Mingyu Ding Zhe Wang Bolei Zhou Jianping Shi Zhiwu Lu Ping Luo 27 72 0 28 Nov 2019