3D Feature Tracking via Event Camera
Siqi Li, Zhikuan Zhou, Zhou Xue, Yipeng Li, Shaoyi Du, Yue Gao
2024Year
5Top-tier citations
Abstract
Camera 1 Camera 2 Camera 1 Camera 2 Figure 1 . We present the first high-speed 3D feature tracking method via stereo event cameras and the corresponding high-speed 3D feature tracking dataset. Our proposed method takes high temporal resolution event streams captured from stereo event cameras as input, and could predict the long-term feature motion trajectories of multiple high-speed moving objects within the scene at a rate of 250 FPS.
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Install the CLIlune papers fulltext a8ef2cb0-a649-412d-a04c-a78d17e04ea7Cited by top-tier papers5
- MATE: Motion-Augmented Temporal Consistency for Event-Based Point TrackingHan Han, Wei Zhai, Yang Cao, Bin Li et al.ICCV 2025 · 3 citations
- EventGait: Towards Robust Gait Recognition with Event StreamsSenyan Xu, Shuai Chen, Chuanfu Shen, Kean Liu et al.CVPR 2026 · 2 citations
- Event-Aided Dense and Continuous Point Tracking: Everywhere and AnytimeZhexiong Wan, Jianqin Luo, Yuchao Dai, Gim Hee LeeICCV 2025 · 1 citation
- Time-Specialized Event-Image Alignment for Blur-to-Video DecompositionZhijing Sun, Senyan Xu, Ruixuan Jiang, Kean Liu et al.CVPR 2026
- Focal Plane Visual Feature Generation and Matching on a Pixel Processor ArrayHongyi Zhang, Laurie Bose, Jianing Chen, Piotr Dudek et al.ICCV 2025
Builds on8
- Spiking Transformers for Event-based Single Object TrackingJiqing Zhang, Bo Dong, Haiwei Zhang, Jianchuan Ding et al.CVPR 2022 · 171 citations
- Object Tracking by Jointly Exploiting Frame and Event DomainJiqing Zhang, Xin Yang, Yingkai Fu, Xiaopeng Wei et al.ICCV 2021 · 141 citations
- Event-aided Direct Sparse OdometryJavier Hidalgo-Carrió, Guillermo Gallego, Davide ScaramuzzaCVPR 2022 · 107 citations
- Stereo Depth from Events Cameras: Concentrate and Focus on the FutureYeongwoo Nam, S. Mohammad Mostafavi I., Kuk-Jin Yoon, Jonghyun ChoiCVPR 2022 · 56 citations
- Data-Driven Feature Tracking for Event CamerasNico Messikommer, Carter Fang, Mathias Gehrig, Davide ScaramuzzaCVPR 2023
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