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Deep Equilibrium Optical Flow Estimation

Deep Equilibrium Optical Flow Estimation

18 April 2022
Shaojie Bai
Zhengyang Geng
Yash Savani
J. Zico Kolter
ArXivPDFHTML

Papers citing "Deep Equilibrium Optical Flow Estimation"

49 / 49 papers shown
Title
Plug-and-Play Versatile Compressed Video Enhancement
Plug-and-Play Versatile Compressed Video Enhancement
Huimin Zeng
Jiacheng Li
Zhiwei Xiong
25
0
0
21 Apr 2025
Recovering Pulse Waves from Video Using Deep Unrolling and Deep Equilibrium Models
Recovering Pulse Waves from Video Using Deep Unrolling and Deep Equilibrium Models
Vineet Shenoy
Suhas Lohit
Hassan Mansour
Rama Chellappa
Tim K. Marks
41
0
0
21 Mar 2025
DDEQs: Distributional Deep Equilibrium Models through Wasserstein Gradient Flows
DDEQs: Distributional Deep Equilibrium Models through Wasserstein Gradient Flows
Jonathan Geuter
Clément Bonet
Anna Korba
David Alvarez-Melis
56
0
0
03 Mar 2025
Certified Robustness for Deep Equilibrium Models via Serialized Random
  Smoothing
Certified Robustness for Deep Equilibrium Models via Serialized Random Smoothing
Weizhi Gao
Zhichao Hou
Han Xu
Xiaorui Liu
AAML
26
0
0
01 Nov 2024
On Logical Extrapolation for Mazes with Recurrent and Implicit Networks
On Logical Extrapolation for Mazes with Recurrent and Implicit Networks
Brandon Knutson
Amandin Chyba Rabeendran
Michael I. Ivanitskiy
Jordan Pettyjohn
Cecilia G. Diniz Behn
Samy Wu Fung
Daniel McKenzie
LRM
31
2
0
03 Oct 2024
Closed-Loop Long-Horizon Robotic Planning via Equilibrium Sequence Modeling
Closed-Loop Long-Horizon Robotic Planning via Equilibrium Sequence Modeling
Jinghan Li
Zhicheng Sun
Fei Li
82
1
0
02 Oct 2024
Accelerating Auto-regressive Text-to-Image Generation with Training-free Speculative Jacobi Decoding
Accelerating Auto-regressive Text-to-Image Generation with Training-free Speculative Jacobi Decoding
Yao Teng
Han Shi
Xian Liu
Xuefei Ning
Guohao Dai
Yu Wang
Zhenguo Li
Xihui Liu
48
10
0
02 Oct 2024
Deep Learning in Medical Image Registration: Magic or Mirage?
Deep Learning in Medical Image Registration: Magic or Mirage?
Rohit Jena
Deeksha Sethi
Pratik Chaudhari
James C. Gee
OOD
35
8
0
11 Aug 2024
LPGD: A General Framework for Backpropagation through Embedded
  Optimization Layers
LPGD: A General Framework for Backpropagation through Embedded Optimization Layers
Anselm Paulus
Georg Martius
Vít Musil
AI4CE
47
1
0
08 Jul 2024
OGNI-DC: Robust Depth Completion with Optimization-Guided Neural
  Iterations
OGNI-DC: Robust Depth Completion with Optimization-Guided Neural Iterations
Yiming Zuo
Jia Deng
VLM
29
8
0
17 Jun 2024
Global Motion Understanding in Large-Scale Video Object Segmentation
Global Motion Understanding in Large-Scale Video Object Segmentation
Volodymyr Fedynyak
Yaroslav Romanus
Oles Dobosevych
Igor Babin
Roman Riazantsev
VOS
34
1
0
11 May 2024
DeVOS: Flow-Guided Deformable Transformer for Video Object Segmentation
DeVOS: Flow-Guided Deformable Transformer for Video Object Segmentation
Volodymyr Fedynyak
Yaroslav Romanus
Bohdan Hlovatskyi
Bohdan Sydor
Oles Dobosevych
Igor Babin
Roman Riazantsev
VOS
40
3
0
11 May 2024
Virtually Enriched NYU Depth V2 Dataset for Monocular Depth Estimation:
  Do We Need Artificial Augmentation?
Virtually Enriched NYU Depth V2 Dataset for Monocular Depth Estimation: Do We Need Artificial Augmentation?
D. Ignatov
Andrey D. Ignatov
Radu Timofte
MDE
32
3
0
15 Apr 2024
Subhomogeneous Deep Equilibrium Models
Subhomogeneous Deep Equilibrium Models
Pietro Sittoni
Francesco Tudisco
21
0
0
01 Mar 2024
Trustworthy Self-Attention: Enabling the Network to Focus Only on the
  Most Relevant References
Trustworthy Self-Attention: Enabling the Network to Focus Only on the Most Relevant References
Jing Yu
Yujuan Tan
Ao Ren
Duo Liu
3DPC
23
0
0
01 Mar 2024
Enhancing Hypergradients Estimation: A Study of Preconditioning and
  Reparameterization
Enhancing Hypergradients Estimation: A Study of Preconditioning and Reparameterization
Zhenzhang Ye
Gabriel Peyré
Daniel Cremers
Pierre Ablin
27
2
0
26 Feb 2024
Positive concave deep equilibrium models
Positive concave deep equilibrium models
Mateusz Gabor
Tomasz Piotrowski
Renato L. G. Cavalcante
21
2
0
06 Feb 2024
Fixed Point Diffusion Models
Fixed Point Diffusion Models
Xingjian Bai
Luke Melas-Kyriazi
13
3
0
16 Jan 2024
YOIO: You Only Iterate Once by mining and fusing multiple necessary
  global information in the optical flow estimation
YOIO: You Only Iterate Once by mining and fusing multiple necessary global information in the optical flow estimation
Jing Yu
Yujuan Tan
Ao Ren
Dongyeop Kang
40
1
0
11 Jan 2024
View-Dependent Octree-based Mesh Extraction in Unbounded Scenes for
  Procedural Synthetic Data
View-Dependent Octree-based Mesh Extraction in Unbounded Scenes for Procedural Synthetic Data
Zeyu Ma
Alexander R. E. Raistrick
Lahav Lipson
Jia Deng
17
0
0
13 Dec 2023
One-Step Diffusion Distillation via Deep Equilibrium Models
One-Step Diffusion Distillation via Deep Equilibrium Models
Zhengyang Geng
Ashwini Pokle
Trevor Killeen
26
28
0
12 Dec 2023
Memory-Efficient Optical Flow via Radius-Distribution Orthogonal Cost Volume
Memory-Efficient Optical Flow via Radius-Distribution Orthogonal Cost Volume
Gangwei Xu
Shujun Chen
Hao Jia
Miaojie Feng
Xin Yang
46
5
0
06 Dec 2023
Deep Equilibrium Diffusion Restoration with Parallel Sampling
Deep Equilibrium Diffusion Restoration with Parallel Sampling
Jiezhang Cao
Yue Shi
Kai Zhang
Yulun Zhang
Radu Timofte
Luc Van Gool
DiffM
22
9
0
20 Nov 2023
TorchDEQ: A Library for Deep Equilibrium Models
TorchDEQ: A Library for Deep Equilibrium Models
Zhengyang Geng
J. Zico Kolter
VLM
44
12
0
28 Oct 2023
GAFlow: Incorporating Gaussian Attention into Optical Flow
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
IndGIC: Supervised Action Recognition under Low Illumination
Jing-Teng Zeng
27
1
0
29 Aug 2023
Deep Equilibrium Object Detection
Deep Equilibrium Object Detection
Shuai Wang
Yao Teng
Limin Wang
32
6
0
18 Aug 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
26
23
0
24 Jul 2023
Deep Equilibrium Multimodal Fusion
Deep Equilibrium Multimodal Fusion
Jinhong Ni
Yalong Bai
Wei Zhang
Ting Yao
Tao Mei
19
1
0
29 Jun 2023
Infinite Photorealistic Worlds using Procedural Generation
Infinite Photorealistic Worlds using Procedural Generation
Alexander R. E. Raistrick
Lahav Lipson
Zeyu Ma
Lingjie Mei
Mingzhe Wang
...
Alejandro Newell
Hei Law
Ankit Goyal
Kaiyu Yang
Jia Deng
VGen
15
72
0
15 Jun 2023
Improving Adversarial Robustness of DEQs with Explicit Regulations Along
  the Neural Dynamics
Improving Adversarial Robustness of DEQs with Explicit Regulations Along the Neural Dynamics
Zonghan Yang
Peng Li
Tianyu Pang
Yang Liu
AAML
21
3
0
02 Jun 2023
Test like you Train in Implicit Deep Learning
Test like you Train in Implicit Deep Learning
Zaccharie Ramzi
Pierre Ablin
Gabriel Peyré
Thomas Moreau
24
3
0
24 May 2023
DualRefine: Self-Supervised Depth and Pose Estimation Through Iterative
  Epipolar Sampling and Refinement Toward Equilibrium
DualRefine: Self-Supervised Depth and Pose Estimation Through Iterative Epipolar Sampling and Refinement Toward Equilibrium
Antyanta Bangunharcana
A. Magd
Kyung-soo Kim
MDE
19
17
0
07 Apr 2023
Recurrence without Recurrence: Stable Video Landmark Detection with Deep
  Equilibrium Models
Recurrence without Recurrence: Stable Video Landmark Detection with Deep Equilibrium Models
P. Micaelli
Arash Vahdat
Hongxu Yin
Jan Kautz
Pavlo Molchanov
17
17
0
02 Apr 2023
FlowFormer++: Masked Cost Volume Autoencoding for Pretraining Optical
  Flow Estimation
FlowFormer++: Masked Cost Volume Autoencoding for Pretraining Optical Flow Estimation
Xiaoyu Shi
Zhaoyang Huang
Dasong Li
Manyuan Zhang
Ka Chun Cheung
Simon See
Hongwei Qin
Jifeng Dai
Hongsheng Li
25
81
0
02 Mar 2023
Towards Vision Transformer Unrolling Fixed-Point Algorithm: a Case Study
  on Image Restoration
Towards Vision Transformer Unrolling Fixed-Point Algorithm: a Case Study on Image Restoration
Peng Qiao
Sidun Liu
Tao Sun
Ke Yang
Y. Dou
ViT
18
1
0
29 Jan 2023
CGCV:Context Guided Correlation Volume for Optical Flow Neural Networks
CGCV:Context Guided Correlation Volume for Optical Flow Neural Networks
Jiangpeng Li
Y. Niu
29
0
0
20 Dec 2022
Multilingual Communication System with Deaf Individuals Utilizing
  Natural and Visual Languages
Multilingual Communication System with Deaf Individuals Utilizing Natural and Visual Languages
Tuan-Luc Huynh
Khoi-Nguyen Nguyen-Ngoc
Chi-Bien Chu
Minh-Triet Tran
Trung-Nghia Le
SLR
11
0
0
01 Dec 2022
CroCo v2: Improved Cross-view Completion Pre-training for Stereo
  Matching and Optical Flow
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
15
80
0
18 Nov 2022
Boosting Object Representation Learning via Motion and Object Continuity
Boosting Object Representation Learning via Motion and Object Continuity
Quentin Delfosse
Wolfgang Stammer
Thomas Rothenbacher
Dwarak Vittal
Kristian Kersting
OCL
22
20
0
16 Nov 2022
Unifying Flow, Stereo and Depth Estimation
Unifying Flow, Stereo and Depth Estimation
Haofei Xu
Jing Zhang
Jianfei Cai
Hamid Rezatofighi
F. I. F. Richard Yu
Dacheng Tao
Andreas Geiger
MDE
12
191
0
10 Nov 2022
Attention-based Neural Cellular Automata
Attention-based Neural Cellular Automata
Mattie Tesfaldet
Derek Nowrouzezahrai
C. Pal
ViT
16
17
0
02 Nov 2022
Deep Equilibrium Approaches to Diffusion Models
Deep Equilibrium Approaches to Diffusion Models
Ashwini Pokle
Zhengyang Geng
Zico Kolter
DiffM
17
39
0
23 Oct 2022
On the optimization and generalization of overparameterized implicit
  neural networks
On the optimization and generalization of overparameterized implicit neural networks
Tianxiang Gao
Hongyang Gao
MLT
AI4CE
13
3
0
30 Sep 2022
PanoFlow: Learning 360° Optical Flow for Surrounding Temporal
  Understanding
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
48
20
0
27 Feb 2022
Deep Equilibrium Models for Video Snapshot Compressive Imaging
Deep Equilibrium Models for Video Snapshot Compressive Imaging
Yaping Zhao
Siming Zheng
Xin Yuan
40
19
0
18 Jan 2022
On Training Implicit Models
On Training Implicit Models
Zhengyang Geng
Xinyu Zhang
Shaojie Bai
Yisen Wang
Zhouchen Lin
56
69
0
09 Nov 2021
Is Attention Better Than Matrix Decomposition?
Is Attention Better Than Matrix Decomposition?
Zhengyang Geng
Meng-Hao Guo
Hongxu Chen
Xia Li
Ke Wei
Zhouchen Lin
54
137
0
09 Sep 2021
DCVNet: Dilated Cost Volume Networks for Fast Optical Flow
DCVNet: Dilated Cost Volume Networks for Fast Optical Flow
Huaizu Jiang
Erik Learned-Miller
3DPC
17
5
0
31 Mar 2021
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