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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 / 291 papers shown
Title
Globally Optimal Event-Based Divergence Estimation for Ventral Landing
Globally Optimal Event-Based Divergence Estimation for Ventral Landing
Sofia Mcleod
Gabriele Meoni
Dario Izzo
Anne Mergy
Daqi Liu
Yasir Latif
Ian Reid
Tat-Jun Chin
170
12
0
27 Sep 2022
Adaptive-SpikeNet: Event-based Optical Flow Estimation using Spiking
  Neural Networks with Learnable Neuronal Dynamics
Adaptive-SpikeNet: Event-based Optical Flow Estimation using Spiking Neural Networks with Learnable Neuronal DynamicsIEEE International Conference on Robotics and Automation (ICRA), 2022
Adarsh Kosta
Kaushik Roy
164
31
0
21 Sep 2022
Long-Lived Accurate Keypoints in Event Streams
Long-Lived Accurate Keypoints in Event Streams
Philippe Chiberre
E. Perot
A. Sironi
Vincent Lepetit
3DV
130
8
0
21 Sep 2022
RGB-Event Fusion for Moving Object Detection in Autonomous Driving
RGB-Event Fusion for Moving Object Detection in Autonomous DrivingIEEE International Conference on Robotics and Automation (ICRA), 2022
Zhuyun Zhou
Zongwei Wu
Rémi Boutteau
Fan Yang
C. Demonceaux
D. Ginhac
215
61
0
17 Sep 2022
INV-Flow2PoseNet: Light-Resistant Rigid Object Pose from Optical Flow of
  RGB-D Images using Images, Normals and Vertices
INV-Flow2PoseNet: Light-Resistant Rigid Object Pose from Optical Flow of RGB-D Images using Images, Normals and VerticesItalian National Conference on Sensors (INS), 2022
Torben Fetzer
Gerd Reis
D. Stricker
3DH
154
0
0
14 Sep 2022
Visual Odometry with Neuromorphic Resonator Networks
Visual Odometry with Neuromorphic Resonator Networks
Alpha Renner
Lazar Supic
Andreea Danielescu
Giacomo Indiveri
E. P. Frady
Friedrich T. Sommer
Yulia Sandamirskaya
320
11
0
05 Sep 2022
Uncertainty Guided Depth Fusion for Spike Camera
Uncertainty Guided Depth Fusion for Spike Camera
Jianing Li
Jiaming Liu
Xi Wei
Jiyuan Zhang
Ming Lu
Lei Ma
Li Du
Tiejun Huang
Shanghang Zhang
3DHMDE
165
3
0
26 Aug 2022
Motion Robust High-Speed Light-Weighted Object Detection With Event
  Camera
Motion Robust High-Speed Light-Weighted Object Detection With Event CameraIEEE Transactions on Instrumentation and Measurement (IEEE Trans. Instrum. Meas.), 2022
Bing-Quan Liu
Chang Xu
Wen Yang
Huai Yu
Lei Yu
188
53
0
24 Aug 2022
Low-Light Video Enhancement with Synthetic Event Guidance
Low-Light Video Enhancement with Synthetic Event GuidanceAAAI Conference on Artificial Intelligence (AAAI), 2022
Lin Liu
Junfeng An
Jianzhuang Liu
Shanxin Yuan
Xiangyu Chen
Wen-gang Zhou
Houqiang Li
Yanfeng Wang
Qi Tian
3DV
173
35
0
23 Aug 2022
Fusing Frame and Event Vision for High-speed Optical Flow for Edge
  Application
Fusing Frame and Event Vision for High-speed Optical Flow for Edge ApplicationInternational Symposium on Circuits and Systems (ISCAS), 2022
A. Lele
A. Raychowdhury
128
9
0
21 Jul 2022
Secrets of Event-Based Optical Flow
Secrets of Event-Based Optical FlowEuropean Conference on Computer Vision (ECCV), 2022
Shintaro Shiba
Y. Aoki
Guillermo Gallego
3DPC
263
111
0
20 Jul 2022
Ego-motion Estimation Based on Fusion of Images and Events
Ego-motion Estimation Based on Fusion of Images and Events
Liren Yang
115
1
0
12 Jul 2022
Event Collapse in Contrast Maximization Frameworks
Event Collapse in Contrast Maximization FrameworksItalian National Conference on Sensors (INS), 2022
Shintaro Shiba
Y. Aoki
Guillermo Gallego
249
42
0
08 Jul 2022
Globally-Optimal Contrast Maximisation for Event Cameras
Globally-Optimal Contrast Maximisation for Event CamerasIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021
Xin-Zhong Peng
Ling Gao
Yifu Wang
L. Kneip
161
51
0
10 Jun 2022
Efficient Human Pose Estimation via 3D Event Point Cloud
Efficient Human Pose Estimation via 3D Event Point CloudInternational Conference on 3D Vision (3DV), 2022
Jiaan Chen
Haowen Shi
Yaozu Ye
Kailun Yang
Lei Sun
Kaiwei Wang
3DPC3DH
126
35
0
09 Jun 2022
EventMix: An Efficient Augmentation Strategy for Event-Based Data
EventMix: An Efficient Augmentation Strategy for Event-Based Data
Guobin Shen
Dongcheng Zhao
Yijing Zeng
AI4TS
152
12
0
24 May 2022
Emergent Visual Sensors for Autonomous Vehicles
Emergent Visual Sensors for Autonomous Vehicles
You Li
Julien Moreau
J. Ibañez-Guzmán
257
52
0
19 May 2022
Event-aided Direct Sparse Odometry
Event-aided Direct Sparse OdometryComputer Vision and Pattern Recognition (CVPR), 2022
Javier Hidalgo-Carrió
Guillermo Gallego
Davide Scaramuzza
165
109
0
15 Apr 2022
AEGNN: Asynchronous Event-based Graph Neural Networks
AEGNN: Asynchronous Event-based Graph Neural NetworksComputer Vision and Pattern Recognition (CVPR), 2022
S. Schaefer
Daniel Gehrig
Davide Scaramuzza
GNN
300
184
0
31 Mar 2022
Dense Continuous-Time Optical Flow from Events and Frames
Dense Continuous-Time Optical Flow from Events and FramesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Mathias Gehrig
Manasi Muglikar
Davide Scaramuzza
285
39
0
25 Mar 2022
ESS: Learning Event-based Semantic Segmentation from Still Images
ESS: Learning Event-based Semantic Segmentation from Still ImagesEuropean Conference on Computer Vision (ECCV), 2022
Zhaoning Sun
Nico Messikommer
Daniel Gehrig
Davide Scaramuzza
359
109
0
18 Mar 2022
Globally-Optimal Event Camera Motion Estimation
Globally-Optimal Event Camera Motion EstimationEuropean Conference on Computer Vision (ECCV), 2022
Xin-Zhong Peng
Yifu Wang
Ling Gao
L. Kneip
119
24
0
08 Mar 2022
Bina-Rep Event Frames: a Simple and Effective Representation for
  Event-based cameras
Bina-Rep Event Frames: a Simple and Effective Representation for Event-based camerasInternational Conference on Information Photonics (ICIP), 2022
Sami Barchid
José Mennesson
Chaabane Djéraba
132
15
0
28 Feb 2022
Exploiting Spatial Sparsity for Event Cameras with Visual Transformers
Exploiting Spatial Sparsity for Event Cameras with Visual TransformersInternational Conference on Information Photonics (ICIP), 2022
Zuowen Wang
Yuhuang Hu
Shih-Chii Liu
ViT
190
38
0
10 Feb 2022
3D-FlowNet: Event-based optical flow estimation with 3D representation
3D-FlowNet: Event-based optical flow estimation with 3D representation
Haixin Sun
Minh-Quan Dao
Vincent Frémont
3DPC
100
7
0
28 Jan 2022
Event-based Video Reconstruction via Potential-assisted Spiking Neural
  Network
Event-based Video Reconstruction via Potential-assisted Spiking Neural NetworkComputer Vision and Pattern Recognition (CVPR), 2022
Lin Zhu
Tianlin Li
Yi Chang
Jianing Li
Tiejun Huang
Yonghong Tian
278
114
0
25 Jan 2022
Adversarial Attack for Asynchronous Event-based Data
Adversarial Attack for Asynchronous Event-based DataAAAI Conference on Artificial Intelligence (AAAI), 2021
Wooju Lee
Hyun Myung
AAML
193
9
0
27 Dec 2021
Real-Time Optical Flow for Vehicular Perception with Low- and
  High-Resolution Event Cameras
Real-Time Optical Flow for Vehicular Perception with Low- and High-Resolution Event Cameras
Vincent Brebion
Julien Moreau
Franck Davoine
191
43
0
20 Dec 2021
Event-guided Deblurring of Unknown Exposure Time Videos
Event-guided Deblurring of Unknown Exposure Time Videos
Taewoo Kim
Jungmin Lee
Lin Wang
Kuk-Jin Yoon
248
40
0
13 Dec 2021
Formulating Event-based Image Reconstruction as a Linear Inverse Problem
  with Deep Regularization using Optical Flow
Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical Flow
Ze-Feng Zhang
A. Yezzi
Guillermo Gallego
3DV
227
36
0
12 Dec 2021
Exploring Event-driven Dynamic Context for Accident Scene Segmentation
Exploring Event-driven Dynamic Context for Accident Scene Segmentation
Kailai Li
Kailun Yang
Rainer Stiefelhagen
157
37
0
09 Dec 2021
E$^2$(GO)MOTION: Motion Augmented Event Stream for Egocentric Action
  Recognition
E2^22(GO)MOTION: Motion Augmented Event Stream for Egocentric Action Recognition
Chiara Plizzari
M. Planamente
Gabriele Goletto
Marco Cannici
Emanuele Gusso
Matteo Matteucci
Barbara Caputo
EgoV
185
69
0
07 Dec 2021
Event-Based Fusion for Motion Deblurring with Cross-modal Attention
Event-Based Fusion for Motion Deblurring with Cross-modal Attention
Lei Sun
Daniel Gehrig
Christos Sakaridis
Zhijie Xu
Kailun Yang
Mathias Gehrig
Yaozu Ye
Kaiwei Wang
Luc Van Gool
315
183
0
30 Nov 2021
EvDistill: Asynchronous Events to End-task Learning via Bidirectional
  Reconstruction-guided Cross-modal Knowledge Distillation
EvDistill: Asynchronous Events to End-task Learning via Bidirectional Reconstruction-guided Cross-modal Knowledge Distillation
Lin Wang
Yujeong Chae
Sung-Hoon Yoon
Tae-Kyun Kim
Kuk-Jin Yoon
143
76
0
24 Nov 2021
Event Data Association via Robust Model Fitting for Event-based Object Tracking
Event Data Association via Robust Model Fitting for Event-based Object Tracking
Haosheng chen
Shuyuan Lin
Y. Yan
195
1
0
25 Oct 2021
Event Guided Depth Sensing
Event Guided Depth SensingInternational Conference on 3D Vision (3DV), 2021
Manasi Muglikar
Diederik Paul Moeys
Davide Scaramuzza
3DV
139
28
0
20 Oct 2021
Optical Flow Estimation for Spiking Camera
Optical Flow Estimation for Spiking CameraComputer Vision and Pattern Recognition (CVPR), 2021
Liwen Hu
Rui Zhao
Haobin Jiang
Lei Ma
Boxin Shi
Ruiqin Xiong
Tiejun Huang
162
56
0
08 Oct 2021
StereoSpike: Depth Learning with a Spiking Neural Network
StereoSpike: Depth Learning with a Spiking Neural Network
Ulysse Rançon
Javier Cuadrado-Anibarro
Benoit R. Cottereau
T. Masquelier
251
41
0
28 Sep 2021
SiamEvent: Event-based Object Tracking via Edge-aware Similarity
  Learning with Siamese Networks
SiamEvent: Event-based Object Tracking via Edge-aware Similarity Learning with Siamese Networks
Yujeong Chae
Lin Wang
Kuk-Jin Yoon
95
8
0
28 Sep 2021
Object Tracking by Jointly Exploiting Frame and Event Domain
Object Tracking by Jointly Exploiting Frame and Event Domain
Jiqing Zhang
Xin Yang
Yingkai Fu
Xiaopeng Wei
Baocai Yin
B. Dong
180
118
0
19 Sep 2021
Spatio-Temporal Recurrent Networks for Event-Based Optical Flow
  Estimation
Spatio-Temporal Recurrent Networks for Event-Based Optical Flow EstimationAAAI Conference on Artificial Intelligence (AAAI), 2021
Haobin Jiang
Rui Zhao
Jiyuan Zhang
Tianxiao Gao
Ruiqin Xiong
Zhaofei Yu
Tiejun Huang
3DPC
140
69
0
10 Sep 2021
Dual Transfer Learning for Event-based End-task Prediction via Pluggable
  Event to Image Translation
Dual Transfer Learning for Event-based End-task Prediction via Pluggable Event to Image Translation
Lin Wang
Yujeong Chae
Kuk-Jin Yoon
136
39
0
04 Sep 2021
EVReflex: Dense Time-to-Impact Prediction for Event-based Obstacle
  Avoidance
EVReflex: Dense Time-to-Impact Prediction for Event-based Obstacle AvoidanceIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2021
Celyn Walters
Simon Hadfield
122
18
0
01 Sep 2021
E-RAFT: Dense Optical Flow from Event Cameras
E-RAFT: Dense Optical Flow from Event CamerasInternational Conference on 3D Vision (3DV), 2021
Mathias Gehrig
Mario Millhäusler
Daniel Gehrig
Davide Scaramuzza
275
174
0
24 Aug 2021
Event-Based Feature Tracking in Continuous Time with Sliding Window
  Optimization
Event-Based Feature Tracking in Continuous Time with Sliding Window Optimization
J. Chui
Simone Klenk
Zorah Lähner
106
10
0
09 Jul 2021
Visual Odometry with an Event Camera Using Continuous Ray Warping and
  Volumetric Contrast Maximization
Visual Odometry with an Event Camera Using Continuous Ray Warping and Volumetric Contrast Maximization
Yifu Wang
Jiaqi Yang
Xin-Zhong Peng
Peng Wu
Ling Gao
Kun Huang
Jiaben Chen
L. Kneip
161
32
0
07 Jul 2021
EventDrop: data augmentation for event-based learning
EventDrop: data augmentation for event-based learningInternational Joint Conference on Artificial Intelligence (IJCAI), 2021
Fuqiang Gu
Weicong Sng
Xuke Hu
Fei Yu
140
44
0
07 Jun 2021
Self-Supervised Learning of Event-Based Optical Flow with Spiking Neural
  Networks
Self-Supervised Learning of Event-Based Optical Flow with Spiking Neural NetworksNeural Information Processing Systems (NeurIPS), 2021
J. Hagenaars
Federico Paredes-Valles
Guido de Croon
230
161
0
03 Jun 2021
Event-LSTM: An Unsupervised and Asynchronous Learning-based
  Representation for Event-based Data
Event-LSTM: An Unsupervised and Asynchronous Learning-based Representation for Event-based DataIEEE Robotics and Automation Letters (RA-L), 2021
Lakshmi Annamalai
Vignesh Ramanathan
Chetan Singh Thakur
165
16
0
10 May 2021
DA4Event: towards bridging the Sim-to-Real Gap for Event Cameras using
  Domain Adaptation
DA4Event: towards bridging the Sim-to-Real Gap for Event Cameras using Domain AdaptationIEEE Robotics and Automation Letters (RA-L), 2021
M. Planamente
Chiara Plizzari
Marco Cannici
Marco Ciccone
Francesco Strada
A. Bottino
Matteo Matteucci
Barbara Caputo
138
21
0
23 Mar 2021
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