基于事件相机的可视化及降噪算法

Changda Yan, Xia Wang*, Yifan Zuo, Leilei Li, Jiabin Chen

*此作品的通讯作者

科研成果: 期刊稿件文章同行评审

3 引用 (Scopus)

摘要

To overcome the problem that the asynchronous event stream generated by the event camera is hard to observe, utilize and there is a lot of noise, we introduce an improved visualization and noise reduction algorithm for the event camera. Because the event stream reacts to the object movement, the proposed algorithm gets valid events by filtering the noise with the time and space continuity of moving edge. To easily observe and apply, events are accumulated with a double limitation of the events number and the time threshold. In the real dataset experiment, the noise reduction algorithm can effectively deal with the background activity noise and save the detail edge information when the movement begins or moves slowly, increasing the number of corner detections. The visualization algorithm reduces the variance of events number while ensuring the frame rate, and improves the information uniformity of the "event frame". The experimental results show the effectiveness of the proposed method in terms of noise reduction and visualization.

投稿的翻译标题Visualization and noise reduction algorithm based on event camera
源语言繁体中文
页(从-至)342-350
页数9
期刊Beijing Hangkong Hangtian Daxue Xuebao/Journal of Beijing University of Aeronautics and Astronautics
47
2
DOI
出版状态已出版 - 2月 2021

关键词

  • Event camera
  • Noise reduction
  • Robustness
  • Visual navigation
  • Visualization

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