1 code implementation • 10 Mar 2025 • Zongzheng Zhang, Xinrun Li, Sizhe Zou, Guoxuan Chi, Siqi Li, Xuchong Qiu, Guoliang Wang, Guantian Zheng, Leichen Wang, Hang Zhao, Hao Zhao
Lane topology extraction involves detecting lanes and traffic elements and determining their relationships, a key perception task for mapless autonomous driving.
no code implementations • 15 Jan 2025 • Pengru Deng, Jiapeng Yao, Chun Li, Su Wang, Xinrun Li, Varun Ojha, Xuhui He, Takashi Matsumoto
Visual-Spatial Systems has become increasingly essential in concrete crack inspection.
1 code implementation • 19 Dec 2024 • Shoumeng Qiu, Xinrun Li, xiangyang xue, Jian Pu
Extensive evaluation on the SemanticKITTI and nuScenes datasets provides compelling evidence that our method outperforms previous multiview fusion approaches in terms of both performance and inference speed, highlighting the potential of BEV-based fusion for LiDAR segmentation.
1 code implementation • 18 Jul 2024 • Shoumeng Qiu, Jie Chen, Xinrun Li, Ru Wan, xiangyang xue, Jian Pu
Specifically, for the teacher model training, we propose to noise the label and then incorporate it into input to effectively boost the lightweight teacher performance.
no code implementations • 25 Jun 2024 • Zhuolin He, Xinrun Li, Heng Gao, Jiachen Tang, Shoumeng Qiu, Wenfu Wang, Lvjian Lu, Xuchong Qiu, xiangyang xue, Jian Pu
Traditional camera 3D object detectors are typically trained to recognize a predefined set of known object classes.