An Tao Ph.D. Student, Tsinghua University Google Scholar | GitHub

About Me

I am a fourth year Ph.D. candidate in i-VisionGroup of the Department of Automation at Tsinghua University, advised by Prof. Jie Zhou, Prof. Jiwen Lu, and Prof. Yueqi Duan. Prior to joining Tsinghua, I got my B.Eng. from Southeast University.

My research focuses on 3D computer vision, mainly 3D scene understanding.

News

    The old url (www.antao.site) of my homepage is about to expire. You can save my new url: antao97.github.io

• [2022.10.17] Our journal version of Dynamics-aware Attack is on arXiv!
• [2022.07.01] Our SegGroup is accepted by TIP!
• [2021.12.20] Our Dynamics-aware Attack is on arXiv!
• [2021.11.19] I pass the Ph.D. qualifying exam and become a Ph.D. candidate!
• [2020.12.18] Our SegGroup is on arXiv!

Selected Publications

Dynamics-aware Adversarial Attack of Adaptive Neural Networks An Tao, Yueqi Duan, Yingqi Wang, Jiwen Lu, and Jie Zhou arXiv preprint [arXiv] [Code] [Conference Version] Most existing adversarial attack algorithms are designed under a basic assumption -- the network architecture is fixed throughout the attack process. However, this assumption does not hold for many recently proposed adaptive neural networks, which adaptively deactivate unnecessary execution units based on inputs to improve computational efficiency.

SegGroup: Seg-Level Supervision for 3D Instance and Semantic Segmentation An Tao, Yueqi Duan, Yi Wei, Jiwen Lu, and Jie Zhou IEEE Transactions on Image Processing (TIP), 2022 [arXiv] [Code] [Zhihu] [FAQ] By fully taking the advantages of locations, we design a weakly supervised point cloud segmentation algorithm that only requires clicking on one point per instance to indicate its location for annotation.

>> Full Publication List

Education

Ph.D. Degree, Department of Automation, Tsinghua University, China. 2019.8 - Present

B.Eng. Degree, School of Information Science and Engineering, Southeast University, China. 2015.8 - 2019.6

Honors

•   Outstanding Graduate of Southeast University, 2019
•   Merit Student of Southeast University, 2016, 2017 & 2018
•   President Scholarship of Southeast University, 2016
•   Mayor's Award of Beijing in Technical Innovation, 2015
•   First Prize in the Awarding Program for Future Scientists, 2014

Professional Activities

Conference Reviewer:

•   IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021/2022
•   IEEE/CVF International Conference on Computer Vision (ICCV), 2021
•   European Conference on Computer Vision (ECCV), 2022
•   IEEE International Conference on Multimedia and Expo (ICME), 2021/2022
•   IEEE International Conference on 3D Vision (3DV), 2022
•   IEEE International Conference on Image Processing (ICIP), 2022
•   IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2023

Miscellaneous Facts

I admire a famous quote from Zhang Zai: To set conscience for our world, to secure life and fortune for all people, to continue teachings of past sages, and to establish peace for all future generations.

Now I mainly focus on my research and work hard to publish more papers.

Contact

Email: ta19@mails.tsinghua.edu.cn Address: Room 624, Central Main building, Tsinghua University, Beijing