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Unsupervised Event-based Learning of Optical Flow, Depth, and Egomotion

Unsupervised Event-based Learning of Optical Flow, Depth, and Egomotion

19 December 2018
A. Z. Zhu
Liangzhe Yuan
Kenneth Chaney
Kostas Daniilidis
    MDE
ArXiv (abs)PDFHTML

Papers citing "Unsupervised Event-based Learning of Optical Flow, Depth, and Egomotion"

50 / 269 papers shown
Title
Spatio-Temporal State Space Model For Efficient Event-Based Optical Flow
Spatio-Temporal State Space Model For Efficient Event-Based Optical Flow
M. Humais
Xiaoqian Huang
Hussain Sajwani
S. Javed
Yahya Zweiri
13
0
0
09 Jun 2025
EV-LayerSegNet: Self-supervised Motion Segmentation using Event Cameras
EV-LayerSegNet: Self-supervised Motion Segmentation using Event Cameras
Youssef Farah
Federico Paredes-Valles
Guido C. H. E de Croon
M. Humais
Hussain Sajwani
Yahya Zweiri
20
0
0
07 Jun 2025
EDCFlow: Exploring Temporally Dense Difference Maps for Event-based Optical Flow Estimation
EDCFlow: Exploring Temporally Dense Difference Maps for Event-based Optical Flow Estimation
Daikun Liu
Lei Cheng
Teng Wang
Changyin Sun
65
0
0
04 Jun 2025
Making Every Event Count: Balancing Data Efficiency and Accuracy in Event Camera Subsampling
Making Every Event Count: Balancing Data Efficiency and Accuracy in Event Camera Subsampling
Hesam Araghi
Jan van Gemert
Nergis Tomen
17
0
0
27 May 2025
Event-Driven Dynamic Scene Depth Completion
Event-Driven Dynamic Scene Depth Completion
Zhiqiang Yan
Jianhao Jiao
Zhengxue Wang
Gim Hee Lee
3DV
73
1
0
19 May 2025
Self-Supervised Event Representations: Towards Accurate, Real-Time Perception on SoC FPGAs
Self-Supervised Event Representations: Towards Accurate, Real-Time Perception on SoC FPGAs
K. Jeziorek
T. Kryjak
AI4TS
95
0
0
12 May 2025
Nonlinear Motion-Guided and Spatio-Temporal Aware Network for Unsupervised Event-Based Optical Flow
Nonlinear Motion-Guided and Spatio-Temporal Aware Network for Unsupervised Event-Based Optical Flow
Zuntao Liu
Hao Zhuang
Junjie Jiang
Yuhang Song
Zheng Fang
85
0
0
08 May 2025
TimeTracker: Event-based Continuous Point Tracking for Video Frame Interpolation with Non-linear Motion
TimeTracker: Event-based Continuous Point Tracking for Video Frame Interpolation with Non-linear Motion
Haoyue Liu
Jinghan Xu
Yi Chang
Hanyu Zhou
Haozhi Zhao
Lin Wang
Luxin Yan
70
0
0
06 May 2025
DELTA: Dense Depth from Events and LiDAR using Transformer's Attention
DELTA: Dense Depth from Events and LiDAR using Transformer's Attention
Vincent Brebion
Julien Moreau
Franck Davoine
137
0
0
05 May 2025
Rethinking RGB-Event Semantic Segmentation with a Novel Bidirectional Motion-enhanced Event Representation
Rethinking RGB-Event Semantic Segmentation with a Novel Bidirectional Motion-enhanced Event Representation
Zhen Yao
Xiaowen Ying
Mooi Choo Choo Chuah
174
0
0
02 May 2025
A Real-Time Event-Based Normal Flow Estimator
A Real-Time Event-Based Normal Flow Estimator
Dehao Yuan
Cornelia Fermuller
3DPC
94
0
0
28 Apr 2025
Event-Enhanced Blurry Video Super-Resolution
Event-Enhanced Blurry Video Super-Resolution
Dachun Kai
Yueyi Zhang
Jin Wang
Zeyu Xiao
Zhiwei Xiong
Xiaoyan Sun
SupR
103
0
0
17 Apr 2025
Dual-Path Enhancements in Event-Based Eye Tracking: Augmented Robustness and Adaptive Temporal Modeling
Dual-Path Enhancements in Event-Based Eye Tracking: Augmented Robustness and Adaptive Temporal Modeling
Hoang M. Truong
Vinh-Thuan Ly
Huy G. Tran
Thuan-Phat Nguyen
Tram T. Doan
79
0
0
14 Apr 2025
Perturbed State Space Feature Encoders for Optical Flow with Event Cameras
Perturbed State Space Feature Encoders for Optical Flow with Event Cameras
Gokul Raju Govinda Raju
Nikola Zubić
Marco Cannici
Davide Scaramuzza
115
1
0
14 Apr 2025
Hardware, Algorithms, and Applications of the Neuromorphic Vision Sensor: a Review
Hardware, Algorithms, and Applications of the Neuromorphic Vision Sensor: a Review
Claudio Cimarelli
Jose A. Millan-Romera
Holger Voos
J. López
72
0
0
11 Apr 2025
SuperEIO: Self-Supervised Event Feature Learning for Event Inertial Odometry
SuperEIO: Self-Supervised Event Feature Learning for Event Inertial Odometry
Peiyu Chen
Fuling Lin
Weipeng Guan
P. Lu
93
0
0
29 Mar 2025
EventFly: Event Camera Perception from Ground to the Sky
EventFly: Event Camera Perception from Ground to the Sky
Lingdong Kong
Dongyue Lu
Xiang Xu
Lai Xing Ng
Wei Tsang Ooi
Benoit R. Cottereau
95
0
0
25 Mar 2025
Unsupervised Joint Learning of Optical Flow and Intensity with Event Cameras
Unsupervised Joint Learning of Optical Flow and Intensity with Event Cameras
Shuang Guo
Friedhelm Hamann
Guillermo Gallego
89
1
0
21 Mar 2025
Event-Based Crossing Dataset (EBCD)
Event-Based Crossing Dataset (EBCD)
Joey Mulé
Dhandeep Challagundla
Rachit Saini
Riadul Islam
55
0
0
21 Mar 2025
ST-FlowNet: An Efficient Spiking Neural Network for Event-Based Optical Flow Estimation
ST-FlowNet: An Efficient Spiking Neural Network for Event-Based Optical Flow Estimation
Hongze Sun
Jun Wang
Wuque Cai
Duo Chen
Qianqian Liao
Jiayi He
Yan Cui
D. Yao
Daqing Guo
177
0
0
13 Mar 2025
Ev-Layout: A Large-scale Event-based Multi-modal Dataset for Indoor Layout Estimation and Tracking
Xucheng Guo
Yiran Shen
Xiaofang Xiao
Yuanfeng Zhou
Lin Wang
3DV3DPCMDE
153
0
0
11 Mar 2025
BAT: Learning Event-based Optical Flow with Bidirectional Adaptive Temporal Correlation
Gangwei Xu
Haotong Lin
Zhe Zhang
H. Luo
Haiyang Sun
Xin-She Yang
95
0
0
05 Mar 2025
EVLoc: Event-based Visual Localization in LiDAR Maps via Event-Depth Registration
Kuangyi Chen
Jun Zhang
Friedrich Fraundorfer
100
0
0
28 Feb 2025
Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event Cameras
Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event Cameras
Hoonhee Cho
Jae-Young Kang
Y. Kim
Kuk-Jin Yoon
3DPC
155
1
0
26 Feb 2025
Event-Based Video Frame Interpolation With Cross-Modal Asymmetric Bidirectional Motion Fields
Event-Based Video Frame Interpolation With Cross-Modal Asymmetric Bidirectional Motion Fields
Taewoo Kim
Yujeong Chae
Hyun-Kurl Jang
Kuk-Jin Yoon
154
35
0
20 Feb 2025
Learning Normal Flow Directly From Event Neighborhoods
Learning Normal Flow Directly From Event Neighborhoods
Dehao Yuan
Levi Burner
Jiayi Wu
Minghui Liu
Jingxi Chen
Yiannis Aloimonos
Cornelia Fermuller
3DPC
202
4
0
15 Dec 2024
Low-Latency Scalable Streaming for Event-Based Vision
Low-Latency Scalable Streaming for Event-Based Vision
Andrew Hamara
Benjamin Kilpatrick
Alex Baratta
Brendon Kofink
Andrew C. Freeman
136
1
0
10 Dec 2024
EvRepSL: Event-Stream Representation via Self-Supervised Learning for
  Event-Based Vision
EvRepSL: Event-Stream Representation via Self-Supervised Learning for Event-Based Vision
Qiang Qu
Xiaoming Chen
Yuk Ying Chung
Yiran Shen
AI4TS
117
5
0
10 Dec 2024
Frequency-Adaptive Low-Latency Object Detection Using Events and Frames
Frequency-Adaptive Low-Latency Object Detection Using Events and Frames
Haitian Zhang
Xiangyuan Wang
Chang Xu
Xinya Wang
Fang Xu
Huai Yu
Lei Yu
Wen Yang
ObjD
168
0
0
05 Dec 2024
Event-Based Tracking Any Point with Motion-Augmented Temporal
  Consistency
Event-Based Tracking Any Point with Motion-Augmented Temporal Consistency
Han Han
Wei-dong Zhai
Yang Cao
Bin Li
Zheng-jun Zha
162
1
0
02 Dec 2024
TSkips: Efficiency Through Explicit Temporal Delay Connections in
  Spiking Neural Networks
TSkips: Efficiency Through Explicit Temporal Delay Connections in Spiking Neural Networks
Prajna G. Malettira
Shubham Negi
Wachirawit Ponghiran
Kaushik Roy
AI4TS
125
1
0
22 Nov 2024
DEIO: Deep Event Inertial Odometry
DEIO: Deep Event Inertial Odometry
Weipeng Guan
Fuling Lin
Peiyu Chen
P. Lu
141
2
0
06 Nov 2024
Monocular Event-Based Vision for Obstacle Avoidance with a Quadrotor
Monocular Event-Based Vision for Obstacle Avoidance with a Quadrotor
Anish Bhattacharya
Marco Cannici
Nishanth Rao
Yuezhan Tao
Vijay Kumar
Nikolai Matni
Davide Scaramuzza
94
8
0
05 Nov 2024
Active Event Alignment for Monocular Distance Estimation
Active Event Alignment for Monocular Distance Estimation
Nan Cai
Pia Bideau
112
0
0
29 Oct 2024
EI-Nexus: Towards Unmediated and Flexible Inter-Modality Local Feature
  Extraction and Matching for Event-Image Data
EI-Nexus: Towards Unmediated and Flexible Inter-Modality Local Feature Extraction and Matching for Event-Image Data
Zhonghua Yi
Hao-miao Shi
Zhijie Xu
Kailun Yang
Ze Wang
Diyang Gu
Yanmei Zhang
Kaiwei Wang
60
0
0
29 Oct 2024
Fully Asynchronous Neuromorphic Perception for Mobile Robot Dodging with
  Loihi Chips
Fully Asynchronous Neuromorphic Perception for Mobile Robot Dodging with Loihi Chips
Junjie Jiang
Delei Kong
Chenming Hu
Zheng Fang
70
2
0
14 Oct 2024
Spiking Neural Network as Adaptive Event Stream Slicer
Spiking Neural Network as Adaptive Event Stream Slicer
Jiahang Cao
Mingyuan Sun
Ziqing Wang
Hao Cheng
Qiang Zhang
Shibo Zhou
Renjing Xu
119
2
0
03 Oct 2024
PPLNs: Parametric Piecewise Linear Networks for Event-Based Temporal
  Modeling and Beyond
PPLNs: Parametric Piecewise Linear Networks for Event-Based Temporal Modeling and Beyond
Chen Song
Zhenxiao Liang
Bo Sun
Qixing Huang
41
0
0
29 Sep 2024
Event-based Stereo Depth Estimation: A Survey
Event-based Stereo Depth Estimation: A Survey
Suman Ghosh
Guillermo Gallego
3DV
103
4
0
26 Sep 2024
EventHDR: from Event to High-Speed HDR Videos and Beyond
EventHDR: from Event to High-Speed HDR Videos and Beyond
Yunhao Zou
Ying Fu
Tsuyoshi Takatani
Yinqiang Zheng
87
7
0
25 Sep 2024
FACET: Fast and Accurate Event-Based Eye Tracking Using Ellipse Modeling
  for Extended Reality
FACET: Fast and Accurate Event-Based Eye Tracking Using Ellipse Modeling for Extended Reality
Junyuan Ding
Ziteng Wang
Chang Gao
Min Liu
Qinyu Chen
74
3
0
23 Sep 2024
Secrets of Edge-Informed Contrast Maximization for Event-Based Vision
Secrets of Edge-Informed Contrast Maximization for Event-Based Vision
Pritam Karmokar
Q. Nguyen
William J. Beksi
98
1
0
22 Sep 2024
EventDance++: Language-guided Unsupervised Source-free Cross-modal
  Adaptation for Event-based Object Recognition
EventDance++: Language-guided Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition
Xu Zheng
Lin Wang
89
3
0
19 Sep 2024
SHIRE: Enhancing Sample Efficiency using Human Intuition in REinforcement Learning
SHIRE: Enhancing Sample Efficiency using Human Intuition in REinforcement Learning
Amogh Joshi
Adarsh Kosta
Kaushik Roy
OffRL
105
2
0
16 Sep 2024
Pushing the boundaries of event subsampling in event-based video
  classification using CNNs
Pushing the boundaries of event subsampling in event-based video classification using CNNs
Hesam Araghi
Jan van Gemert
Nergis Tomen
87
2
0
13 Sep 2024
SDformerFlow: Spatiotemporal swin spikeformer for event-based optical
  flow estimation
SDformerFlow: Spatiotemporal swin spikeformer for event-based optical flow estimation
Yi Tian
Juan Andrade-Cetto
67
1
0
06 Sep 2024
On the Benefits of Visual Stabilization for Frame- and Event-based
  Perception
On the Benefits of Visual Stabilization for Frame- and Event-based Perception
Juan Pablo Rodriguez-Gomez
Jose Ramiro Martinez-de Dios
Anibal Ollero
Guillermo Gallego
69
0
0
28 Aug 2024
CMTA: Cross-Modal Temporal Alignment for Event-guided Video Deblurring
CMTA: Cross-Modal Temporal Alignment for Event-guided Video Deblurring
Taewoo Kim
Hoonhee Cho
Kuk-Jin Yoon
87
3
0
27 Aug 2024
Towards Real-world Event-guided Low-light Video Enhancement and
  Deblurring
Towards Real-world Event-guided Low-light Video Enhancement and Deblurring
Taewoo Kim
Jaeseok Jeong
Hoonhee Cho
Yuhwan Jeong
Kuk-Jin Yoon
61
8
0
27 Aug 2024
Recent Event Camera Innovations: A Survey
Recent Event Camera Innovations: A Survey
Bharatesh Chakravarthi
Aayush Atul Verma
Kostas Daniilidis
Cornelia Fermuller
Yezhou Yang
107
27
0
24 Aug 2024
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