no code implementations • 5 May 2024 • Zixing Lei, Zhenyang Ni, Ruize Han, Shuo Tang, Chen Feng, Siheng Chen, Yanfeng Wang
To achieve this spatial-temporal alignment, traditional methods depend on external devices to provide localization and clock signals.
no code implementations • 24 Apr 2023 • Shunli Ren, Zixing Lei, Zi Wang, Mehrdad Dianati, Yafei Wang, Siheng Chen, Wenjun Zhang
To achieve comprehensive recovery, we design a communication-adaptive multi-scale spatial-temporal prediction model to extract multi-scale spatial-temporal features based on V2X communication conditions and capture the most significant information for the prediction of the missing information.
2 code implementations • 26 Sep 2022 • Yue Hu, Shaoheng Fang, Zixing Lei, Yiqi Zhong, Siheng Chen
Where2comm has two distinct advantages: i) it considers pragmatic compression and uses less communication to achieve higher perception performance by focusing on perceptually critical areas; and ii) it can handle varying communication bandwidth by dynamically adjusting spatial areas involved in communication.
Ranked #1 on Monocular 3D Object Detection on CoPerception-UAVs
1 code implementation • 18 Jul 2022 • Zixing Lei, Shunli Ren, Yue Hu, Wenjun Zhang, Siheng Chen
Collaborative perception has recently shown great potential to improve perception capabilities over single-agent perception.