Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks

17 February 2023

Yunfan Lu

Lin Wang

Papers citing "Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks"

21 / 21 papers shown

Title
Reducing Unimodal Bias in Multi-Modal Semantic Segmentation with Multi-Scale Functional Entropy Regularization Xu Zheng Yuanhuiyi Lyu Lutao Jiang Danda Pani Paudel Luc Van Gool Xuming Hu 29 0 0 10 May 2025
Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection SungHeon Jeong Jihong Park Mohsen Imani 59 0 0 05 May 2025
Segment Any RGB-Thermal Model with Language-aided Distillation Dong Xing Xianxun Zhu Wei Zhou Qika Lin Hang Yang Yuqing Wang VLM 61 0 0 04 May 2025
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
Benchmarking Multi-modal Semantic Segmentation under Sensor Failures: Missing and Noisy Modality Robustness Chenfei Liao Kaiyu Lei Xu Zheng Junha Moon Zhixiong Wang Yali Wang Danda Pani Paudel Luc Van Gool Xuming Hu VLM 68 3 0 24 Mar 2025
MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation Chenfei Liao Xu Zheng Yuanhuiyi Lyu Haiwei Xue Yihong Cao Jiawen Wang Kailun Yang Xuming Hu VLM 63 4 0 09 Mar 2025
LLM-EvRep: Learning an LLM-Compatible Event Representation Using a Self-Supervised Framework Zongyou Yu Qiang Qu Qian Zhang Nan Zhang Xiaoming Chen 96 3 0 21 Feb 2025
Event-Based Video Frame Interpolation With Cross-Modal Asymmetric Bidirectional Motion Fields Taewoo Kim Yujeong Chae Hyun-Kurl Jang Kuk-Jin Yoon 89 34 0 20 Feb 2025
Towards End-to-End Neuromorphic Voxel-based 3D Object Reconstruction Without Physical Priors Chuanzhi Xu Langyi Chen Vincent Qu Haodong Chen Vera Chung 3DV 45 2 0 01 Jan 2025
Expanding Event Modality Applications through a Robust CLIP-Based Encoder SungHeon Jeong Hanning Chen Sanggeon Yun Suhyeon Cho Wenjun Huang Xiangjian Liu Mohsen Imani 98 1 0 04 Dec 2024
OpenESS: Event-based Semantic Scene Understanding with Open Vocabularies Lingdong Kong You-Chen Liu Lai Xing Ng Benoit R. Cottereau Wei Tsang Ooi VLM 34 13 0 08 May 2024
EV-MGRFlowNet: Motion-Guided Recurrent Network for Unsupervised Event-based Optical Flow with Hybrid Motion-Compensation Loss Zhuang Hao Xinjie Huang Kuanxu Hou Delei Kong Chenming Hu Zheng Fang 18 10 0 13 May 2023
Learning Spatial-Temporal Implicit Neural Representations for Event-Guided Video Super-Resolution Yunfan Lu Zipeng Wang Minjie Liu Hongjian Wang Lin Wang SupR 23 31 0 24 Mar 2023
Ev-NeRF: Event Based Neural Radiance Field I. Hwang Junho Kim Y. Kim 41 59 0 24 Jun 2022
EventNeRF: Neural Radiance Fields from a Single Colour Event Camera Viktor Rudnev Mohamed A. Elgharib Christian Theobalt Vladislav Golyanik VGen 71 85 0 23 Jun 2022
Object Tracking by Jointly Exploiting Frame and Event Domain Jiqing Zhang Xin Yang Yingkai Fu Xiaopeng Wei Baocai Yin B. Dong 77 84 0 19 Sep 2021
Comparing Representations in Tracking for Event Camera-based SLAM Jianhao Jiao Huaiyang Huang Liang Li Zhijian He Yilong Zhu Ming-Yu Liu 36 29 0 20 Apr 2021
Learning Monocular Dense Depth from Events Javier Hidalgo-Carrió Daniel Gehrig Davide Scaramuzza MDE 43 113 0 16 Oct 2020
Event Probability Mask (EPM) and Event Denoising Convolutional Neural Network (EDnCNN) for Neuromorphic Cameras R. W. Baldwin Mohammed Almatrafi V. Asari Keigo Hirakawa 45 74 0 18 Mar 2020
Spike-FlowNet: Event-based Optical Flow Estimation with Energy-Efficient Hybrid Neural Networks Chankyu Lee Adarsh Kosta A. Z. Zhu Kenneth Chaney Kostas Daniilidis Kaushik Roy 91 160 0 14 Mar 2020
The Event-Camera Dataset and Simulator: Event-based Data for Pose Estimation, Visual Odometry, and SLAM Elias Mueggler Henri Rebecq Guillermo Gallego T. Delbruck Davide Scaramuzza VGen 30 591 0 26 Oct 2016