Xin Zhou | HUST

About Me

I am currently a 3-rd-year undergraduate student majoring in Artificial Intelligence at the School of Future Technology, Huazhong University of Science and Technology, under the supervision of Prof. Xiang Bai.

Research Interests

3D Vision: 3D object detection, point cloud analysis
Generative Models: Generative models for autonomous driving (e.g., world model)

News

[Apr. 2024] Invited to give a talk at FALML 2024 in Yichang, Hubei, on Parameter-Efficient Learning for Point Cloud Analysis.
[Feb. 2024] One paper is accepted to CVPR 2024!
[Feb. 2024] We preprint PointMamba on arXiv, check it out!
[Jan. 2024] We opensource a collection of papers on World Models for Autonomous Driving , check it out and give a star🌟! The repository will keep updating.
[Aug. 2023] One paper is accepted to PRCV 2023.

Publications (Full List)

(* Equal contribution)

CVPR'24

Dynamic Adapter Meets Prompt Tuning: Parameter-Efficient Transfer Learning for Point Cloud Analysis

Xin Zhou*, Dingkang Liang*, Wei Xu, Xingkui Zhu, Yihan Xu, Zhikang Zou, Xiang Bai

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024.

PDF Code zhihu

arXiv

PointMamba: A Simple State Space Model for Point Cloud Analysis

Dingkang Liang*, Xin Zhou*, Xinyu Wang*, Xingkui Zhu, Wei Xu, Zhikang Zou, Xiaoqing Ye, Xiang Bai

PDF Code zhihu

PRCV'23

Diffusion-Based 3D Object Detection with Random Boxes

Xin Zhou, Jinghua Hou, Tingting Yao, Dingkang Liang, Zhe Liu, Zhikang Zou, Xiaoqing Ye, Jianwei Cheng, Xiang Bai

Chinese Conference on Pattern Recognition and Computer Vision (PRCV), 2023.

PDF

Participated Projects

National Undergraduate Training Projects for Innovation and Entrepreneurship (20,000 RMB), 2023-2024.
Taihu Lake Innovation Fund for Future Technology (200,000 RMB), 2023-2025.

Honors

School of Optical and Electronic Information, HUST, 2023 Top 10 Newsmakers.

China Patent

基于扩散模型的三维点云目标检测方法与装置, CN116863426A (publication)
基于视觉Transformer的弱-半监督三维点云目标检测方法与装置, CN117115804A (publication)

Academic Service

Conference Reviewer:
- European Conference on Computer Vision (ECCV), 2024
- IEEE International Conference on Robotics and Automation (ICRA), 2024
Journal Reviewer:
- Science China-Information Science (SCIS)