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DSEC: A Stereo Event Camera Dataset for Driving Scenarios

DSEC: A Stereo Event Camera Dataset for Driving Scenarios

10 March 2021
Mathias Gehrig
Willem Aarents
Daniel Gehrig
Davide Scaramuzza
    3DV
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Papers citing "DSEC: A Stereo Event Camera Dataset for Driving Scenarios"

50 / 57 papers shown
Title
A Survey of 3D Reconstruction with Event Cameras: From Event-based Geometry to Neural 3D Rendering
A Survey of 3D Reconstruction with Event Cameras: From Event-based Geometry to Neural 3D Rendering
Chuanzhi Xu
Haoxian Zhou
Langyi Chen
Haodong Chen
Ying Zhou
Vera Chung
Qiang Qu
3DV
38
0
0
13 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
50
0
0
08 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
38
0
0
05 May 2025
BiasBench: A reproducible benchmark for tuning the biases of event cameras
BiasBench: A reproducible benchmark for tuning the biases of event cameras
Andreas Ziegler
David Joseph
Thomas Gossard
Emil Moldovan
A. Zell
34
0
0
25 Apr 2025
DERD-Net: Learning Depth from Event-based Ray Densities
DERD-Net: Learning Depth from Event-based Ray Densities
Diego de Oliveira Hitzges
Suman Ghosh
Guillermo Gallego
3DV
MDE
28
0
0
22 Apr 2025
Event Quality Score (EQS): Assessing the Realism of Simulated Event Camera Streams via Distances in Latent Space
Event Quality Score (EQS): Assessing the Realism of Simulated Event Camera Streams via Distances in Latent Space
Kaustav Chanda
Aayush Atul Verma
Arpitsinh Vaghela
Yezhou Yang
Bharatesh Chakravarthi
37
0
0
16 Apr 2025
Towards Mobile Sensing with Event Cameras on High-agility Resource-constrained Devices: A Survey
Towards Mobile Sensing with Event Cameras on High-agility Resource-constrained Devices: A Survey
Haoyang Wang
Ruishan Guo
Pengtao Ma
Ciyu Ruan
Xinyu Luo
Wenhua Ding
Tianyang Zhong
Jingao Xu
Yunhao Liu
Xinlei Chen
52
0
0
29 Mar 2025
EventMamba: Enhancing Spatio-Temporal Locality with State Space Models for Event-Based Video Reconstruction
EventMamba: Enhancing Spatio-Temporal Locality with State Space Models for Event-Based Video Reconstruction
Chengjie Ge
Xueyang Fu
Peng He
Kunyu Wang
Chengzhi Cao
Zheng-jun Zha
Mamba
46
0
0
25 Mar 2025
EMoTive: Event-guided Trajectory Modeling for 3D Motion Estimation
EMoTive: Event-guided Trajectory Modeling for 3D Motion Estimation
Zengyu Wan
Wei-dong Zhai
Yang Cao
Zhengjun Zha
47
0
0
14 Mar 2025
Event-aided Semantic Scene Completion
Event-aided Semantic Scene Completion
Shangwei Guo
Hao-miao Shi
Song Wang
X. Yin
Kailun Yang
Kaiwei Wang
72
0
0
04 Feb 2025
TOFFE -- Temporally-binned Object Flow from Events for High-speed and Energy-Efficient Object Detection and Tracking
TOFFE -- Temporally-binned Object Flow from Events for High-speed and Energy-Efficient Object Detection and Tracking
Adarsh Kosta
Amogh Joshi
Arjun Roy
Rohan Kumar Manna
M. Nagaraj
Kaushik Roy
48
2
0
21 Jan 2025
DEIO: Deep Event Inertial Odometry
DEIO: Deep Event Inertial Odometry
Weipeng Guan
Fuling Lin
Peiyu Chen
P. Lu
54
2
0
06 Nov 2024
BlinkVision: A Benchmark for Optical Flow, Scene Flow and Point Tracking Estimation using RGB Frames and Events
BlinkVision: A Benchmark for Optical Flow, Scene Flow and Point Tracking Estimation using RGB Frames and Events
Yijin Li
Yichen Shen
Zhaoyang Huang
Shuo Chen
Weikang Bian
...
Keqiang Sun
Hujun Bao
Zhaopeng Cui
Guofeng Zhang
Hongsheng Li
3DPC
50
5
0
27 Oct 2024
ESVO2: Direct Visual-Inertial Odometry with Stereo Event Cameras
ESVO2: Direct Visual-Inertial Odometry with Stereo Event Cameras
Junkai Niu
Sheng Zhong
Xiuyuan Lu
Shaojie Shen
Guillermo Gallego
Yi Zhou
58
9
0
12 Oct 2024
Temporal Event Stereo via Joint Learning with Stereoscopic Flow
Temporal Event Stereo via Joint Learning with Stereoscopic Flow
Hoonhee Cho
Jae-Young Kang
Kuk-Jin Yoon
32
4
0
15 Jul 2024
ShanghaiTech Mapping Robot is All You Need: Robot System for Collecting
  Universal Ground Vehicle Datasets
ShanghaiTech Mapping Robot is All You Need: Robot System for Collecting Universal Ground Vehicle Datasets
Bowen Xu
Xiting Zhao
Delin Feng
Yuanyuan Yang
Sören Schwertfeger
19
5
0
24 Jun 2024
Vector-Symbolic Architecture for Event-Based Optical Flow
Vector-Symbolic Architecture for Event-Based Optical Flow
Hongzhi You
Yijun Cao
Wei Yuan
Fanjun Wang
Ning Qiao
Yongjie Li
53
2
0
14 May 2024
OpenESS: Event-based Semantic Scene Understanding with Open Vocabularies
OpenESS: Event-based Semantic Scene Understanding with Open Vocabularies
Lingdong Kong
You-Chen Liu
Lai Xing Ng
Benoit R. Cottereau
Wei Tsang Ooi
VLM
37
14
0
08 May 2024
IMU-Aided Event-based Stereo Visual Odometry
IMU-Aided Event-based Stereo Visual Odometry
Junkai Niu
Sheng Zhong
Yi Zhou
29
11
0
07 May 2024
EvGNN: An Event-driven Graph Neural Network Accelerator for Edge Vision
EvGNN: An Event-driven Graph Neural Network Accelerator for Edge Vision
Yufeng Yang
Adrian Kneip
Charlotte Frenkel
GNN
36
4
0
30 Apr 2024
Metric3Dv2: A Versatile Monocular Geometric Foundation Model for Zero-shot Metric Depth and Surface Normal Estimation
Metric3Dv2: A Versatile Monocular Geometric Foundation Model for Zero-shot Metric Depth and Surface Normal Estimation
Mu Hu
Wei Yin
C. Zhang
Zhipeng Cai
Xiaoxiao Long
Kaixuan Wang
Kaixuan Wang
Gang Yu
Chunhua Shen
Shaojie Shen
3DGS
54
117
0
22 Mar 2024
Exploring the Common Appearance-Boundary Adaptation for Nighttime
  Optical Flow
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
Speed-based Filtration and DBSCAN of Event-based Camera Data with
  Neuromorphic Computing
Speed-based Filtration and DBSCAN of Event-based Camera Data with Neuromorphic Computing
Charles P. Rizzo
Catherine D. Schuman
J. Plank
23
1
0
26 Jan 2024
LEOD: Label-Efficient Object Detection for Event Cameras
LEOD: Label-Efficient Object Detection for Event Cameras
Ziyi Wu
Mathias Gehrig
Qing Lyu
Xudong Liu
Igor Gilitschenski
31
13
0
29 Nov 2023
Event Camera Data Dense Pre-training
Event Camera Data Dense Pre-training
Yan Yang
Liyuan Pan
Liu Liu
30
4
0
20 Nov 2023
Towards Anytime Optical Flow Estimation with Event Cameras
Towards Anytime Optical Flow Estimation with Event Cameras
Yaozu Ye
Haowen Shi
Kailun Yang
Ze Wang
Xiaoyue Yin
Yining Lin
Mao Liu
Yaonan Wang
3DPC
70
3
0
11 Jul 2023
Accurate and Efficient Event-based Semantic Segmentation Using Adaptive
  Spiking Encoder-Decoder Network
Accurate and Efficient Event-based Semantic Segmentation Using Adaptive Spiking Encoder-Decoder Network
Rui Zhang
Luziwei Leng
Kaiwei Che
Hu Zhang
Jieling Cheng
Qinghai Guo
Jiangxing Liao
Ran Cheng
31
11
0
24 Apr 2023
The Second Monocular Depth Estimation Challenge
The Second Monocular Depth Estimation Challenge
Jaime Spencer
Chao Qian
Michaela Trescakova
Chris Russell
Simon Hadfield
...
Guangkai Xu
Wei Yin
Jun Yu
Qi Zhang
Chaoqiang Zhao
MDE
32
11
0
14 Apr 2023
NeRF-Supervised Deep Stereo
NeRF-Supervised Deep Stereo
Fabio Tosi
A. Tonioni
Daniele De Gregorio
Matteo Poggi
MDE
21
42
0
30 Mar 2023
Learning Optical Flow from Event Camera with Rendered Dataset
Learning Optical Flow from Event Camera with Rendered Dataset
Xinglong Luo
Kunming Luo
Ao Luo
Zhengning Wang
Ping Tan
Shuaicheng Liu
27
17
0
20 Mar 2023
Booster: a Benchmark for Depth from Images of Specular and Transparent
  Surfaces
Booster: a Benchmark for Depth from Images of Specular and Transparent Surfaces
Pierluigi Zama Ramirez
Alex Costanzino
Fabio Tosi
Matteo Poggi
Samuele Salti
S. Mattoccia
Luigi Di Stefano
MDE
30
21
0
19 Jan 2023
Event Camera Data Pre-training
Event Camera Data Pre-training
Yan Yang
Liyuan Pan
Liu Liu
23
32
0
05 Jan 2023
Traffic sign detection and recognition using event camera image
  reconstruction
Traffic sign detection and recognition using event camera image reconstruction
K. Jeziorek
T. Kryjak
23
2
0
16 Dec 2022
A Fast Geometric Regularizer to Mitigate Event Collapse in the Contrast
  Maximization Framework
A Fast Geometric Regularizer to Mitigate Event Collapse in the Contrast Maximization Framework
Shintaro Shiba
Y. Aoki
Guillermo Gallego
30
16
0
14 Dec 2022
Lightweight Event-based Optical Flow Estimation via Iterative Deblurring
Lightweight Event-based Optical Flow Estimation via Iterative Deblurring
Yilun Wu
Federico Paredes-Valles
Guido de Croon
21
19
0
24 Nov 2022
Pushing the Limits of Asynchronous Graph-based Object Detection with
  Event Cameras
Pushing the Limits of Asynchronous Graph-based Object Detection with Event Cameras
Daniel Gehrig
Davide Scaramuzza
GNN
24
29
0
22 Nov 2022
HALSIE: Hybrid Approach to Learning Segmentation by Simultaneously
  Exploiting Image and Event Modalities
HALSIE: Hybrid Approach to Learning Segmentation by Simultaneously Exploiting Image and Event Modalities
Shristi Das Biswas
Adarsh Kosta
C. Liyanagedera
M. Apolinario
Kaushik Roy
29
18
0
19 Nov 2022
Unsupervised confidence for LiDAR depth maps and applications
Unsupervised confidence for LiDAR depth maps and applications
Andrea Conti
Matteo Poggi
Filippo Aleotti
S. Mattoccia
3DV
29
12
0
06 Oct 2022
Spiking Neural Networks for event-based action recognition: A new task
  to understand their advantage
Spiking Neural Networks for event-based action recognition: A new task to understand their advantage
Alex Vicente-Sola
D. L. Manna
Paul Kirkland
G. D. Caterina
Trevor Bihl
21
8
0
29 Sep 2022
EDeNN: Event Decay Neural Networks for low latency vision
EDeNN: Event Decay Neural Networks for low latency vision
Celyn Walters
Simon Hadfield
25
1
0
09 Sep 2022
Secrets of Event-Based Optical Flow
Secrets of Event-Based Optical Flow
Shintaro Shiba
Y. Aoki
Guillermo Gallego
3DPC
35
96
0
20 Jul 2022
VECtor: A Versatile Event-Centric Benchmark for Multi-Sensor SLAM
VECtor: A Versatile Event-Centric Benchmark for Multi-Sensor SLAM
Ling Gao
Yuxuan Liang
Jiaqi Yang
Shaoxun Wu
Chenyu Wang
Jiaben Chen
L. Kneip
20
65
0
04 Jul 2022
IBISCape: A Simulated Benchmark for multi-modal SLAM Systems Evaluation
  in Large-scale Dynamic Environments
IBISCape: A Simulated Benchmark for multi-modal SLAM Systems Evaluation in Large-scale Dynamic Environments
Abanob Soliman
Fabien Bonardi
Désiré Sidibé
S. Bouchafa
25
10
0
27 Jun 2022
Open Challenges in Deep Stereo: the Booster Dataset
Open Challenges in Deep Stereo: the Booster Dataset
Pierluigi Zama Ramirez
Fabio Tosi
Matteo Poggi
Samuele Salti
S. Mattoccia
Luigi Di Stefano
3DV
MDE
27
29
0
09 Jun 2022
Emergent Visual Sensors for Autonomous Vehicles
Emergent Visual Sensors for Autonomous Vehicles
You Li
Julien Moreau
J. Ibañez-Guzmán
42
28
0
19 May 2022
EVIMO2: An Event Camera Dataset for Motion Segmentation, Optical Flow,
  Structure from Motion, and Visual Inertial Odometry in Indoor Scenes with
  Monocular or Stereo Algorithms
EVIMO2: An Event Camera Dataset for Motion Segmentation, Optical Flow, Structure from Motion, and Visual Inertial Odometry in Indoor Scenes with Monocular or Stereo Algorithms
Levi Burner
A. Mitrokhin
Cornelia Fermuller
Yiannis Aloimonos
VGen
MDE
27
33
0
06 May 2022
ViViD++: Vision for Visibility Dataset
ViViD++: Vision for Visibility Dataset
A. Lee
Younggun Cho
Young-sik Shin
Ayoung Kim
Hyun Myung
11
72
0
13 Apr 2022
AEGNN: Asynchronous Event-based Graph Neural Networks
AEGNN: Asynchronous Event-based Graph Neural Networks
S. Schaefer
Daniel Gehrig
Davide Scaramuzza
GNN
21
142
0
31 Mar 2022
Are High-Resolution Event Cameras Really Needed?
Are High-Resolution Event Cameras Really Needed?
Daniel Gehrig
Davide Scaramuzza
3DV
22
25
0
28 Mar 2022
ESS: Learning Event-based Semantic Segmentation from Still Images
ESS: Learning Event-based Semantic Segmentation from Still Images
Zhaoning Sun
Nico Messikommer
Daniel Gehrig
Davide Scaramuzza
35
77
0
18 Mar 2022
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