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 / 83 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 44 4 0 04 May 2024
Exploring the Common Appearance-Boundary Adaptation for Nighttime Optical Flow Hanyu Zhou Yi Chang Haoyue Liu Wending Yan Yuxing Duan Zhiwei Shi Luxin Yan 40 2 0 31 Jan 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 36 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 39 25 0 24 Jul 2023
Learning to Estimate Single-View Volumetric Flow Motions without 3D Supervision Erik Franz B. Solenthaler N. Thürey 3DPC MDE 28 2 0 28 Feb 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 9 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 83 0 18 Nov 2022
Weakly-Supervised Optical Flow Estimation for Time-of-Flight Michael Schelling Pedro Hermosilla Timo Ropinski 26 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 19 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 16 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 18 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 23 1 0 19 May 2022
Conditional Visual Servoing for Multi-Step Tasks Sergio Izquierdo Max Argus Thomas Brox 37 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 41 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 27 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 14 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 30 2 0 12 Jul 2021
DDCNet: Deep Dilated Convolutional Neural Network for Dense Prediction A. Salehi M. Balasubramanian MDE 21 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 24 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 29 146 0 17 Sep 2020
Parallax Attention for Unsupervised Stereo Correspondence Learning Longguang Wang Yulan Guo Yingqian Wang Zhengfa Liang Zaiping Lin Jungang Yang W. An 3DPC 31 110 0 16 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
Hierarchical Contrastive Motion Learning for Video Action Recognition Xitong Yang Xiaodong Yang Sifei Liu Deqing Sun L. Davis Jan Kautz SSL 35 13 0 20 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 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
Optical Flow in Dense Foggy Scenes using Semi-Supervised Learning Wending Yan Aashish Sharma R. Tan 19 43 0 04 Apr 2020
RANSAC-Flow: generic two-stage image alignment Xi Shen Franccois Darmon Alexei A. Efros Mathieu Aubry 27 87 0 03 Apr 2020