2 code implementations • 24 May 2024 • Boyi Sun, Yuhang Liu, Xingxia Wang, Bin Tian, Long Chen, Fei-Yue Wang
We achieved a record-breaking 47. 73\% mIoU on the annotation-free 3D segmentation task in nuScenes, surpassing the previous best model by 3. 13\% mIoU.
1 code implementation • 8 Mar 2023 • Yahui Liu, Bin Tian, Yisheng Lv, Lingxi Li, FeiYue Wang
To overcome the limitation of local spatial attention, we propose a point content-based Transformer architecture, called PointConT for short.
Ranked #16 on
3D Point Cloud Classification
on ScanObjectNN
no code implementations • CVPR 2022 • Yuchen Li, Zixuan Li, Siyu Teng, Yu Zhang, YuHang Zhou, Yuchang Zhu, Dongpu Cao, Bin Tian, Yunfeng Ai, Zhe XuanYuan, Long Chen
The main contributions of the AutoMine dataset are as follows: 1. The first autonomous driving dataset for perception and localization in mine scenarios.
1 code implementation • IEEE Transactions on Vehicular Technology 2021 • Siqi Fan, Fenghua Zhu, Shichao Chen, HUI ZHANG, Bin Tian, Yisheng Lv, Fei-Yue Wang
Most successful object detectors are anchor-based, which is difficult to adapt to the diversity of traffic objects.
1 code implementation • 2 Nov 2020 • Guojun Wang, Bin Tian, Yachen Zhang, Long Chen, Dongpu Cao, Jian Wu
3D object detection based on LiDAR-camera fusion is becoming an emerging research theme for autonomous driving.
no code implementations • 16 Jul 2020 • Teng Liu, Bin Tian, Yunfeng Ai, Long Chen, Fei Liu, Dongpu Cao
As a combination of various kinds of technologies, autonomous vehicles could complete a series of driving tasks by itself, such as perception, decision-making, planning, and control.
2 code implementations • 13 Jul 2020 • Guojun Wang, Jian Wu, Bin Tian, Siyu Teng, Long Chen, Dongpu Cao
However, because inherent sparsity of point clouds, 3D object center points are likely to be in empty space which makes it difficult to estimate accurate boundaries.