Mu Cai
PhD student, Computer Sciences
University of Wisconsin- Madison
GPA: 4.0/4.0
[Google Scholar] [LinkedIn] [Twitter] [Email]
My personal website has permanently moved to https://pages.cs.wisc.edu/~mucai/
Bio
Currently, I am a third-year Ph.D. student in the Computer Sciences Department at the University of Wisconsin- Madison, supervised by Prof. Yong Jae Lee. I got my bachelor's degree in Electrical Engineering and Automation at Xi'an Jiaotong University in 2020. My research interest lies in the intersection of deep learning and computer vision. I am especially interested in 3D scene understanding (point cloud detection) and self-supervised learning.
NEWS
[08/16/2022] Paper "Out-of-distribution Detection via Frequency-regularized Generative Models" is accepted to WACV 2023 (Spotlight).
[07/06/2022] Paper "Masked Discrimination for Self-Supervised Learning on Point Clouds" is accepted to ECCV 2022.
[05/10/2022] Start summer research internship on 3D scene understanding at QCraft .
[01/21/2022] Paper "VOS: Learning What You Don’t Know by Virtual Outlier Synthesis" is accepted to ICLR 2022.
[07/30/2021] Paper "Frequency Domain Image Translation: More Photo-realistic, Better Identity-preserving" is accepted to ICCV 2021.
[07/01/2020] Paper "A Game-Theoretic Policy-Aware Interaction Strategy with Validation on Real Traffic Data" is accepted to IROS2020
Publication
Mu Cai, Yixuan Li, "Out-of-distribution Detection via Frequency-regularized Generative Models", IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Spotlight, 2023 [pdf] [code]
Haotian Liu, Mu Cai, and Yong Jae Leei, “Masked Discrimination for Self-Supervised Learning on Point Clouds”, Proceedings of the European Conference on Computer Vision (ECCV), 2022 [pdf] [code]
Xuefeng Du, Zhaoning Wang, Mu Cai, and Yixuan Li, “VOS: Learning What You Don’t Know by Virtual Outlier Synthesis”, International Conference on Learning Representations (ICLR), 2022 [pdf] [code]
Mu Cai, Hong Zhang, Huijuan Huang, Qichuan Geng, Yixuan Li, Gao Huang, “Frequency Domain Image Translation: More Photo-realistic, Better Identity-preserving“, IEEE/CVF International Conference on Computer Vision (ICCV), 2021 [pdf][video][poster][code]
Liting Sun*, Mu Cai*, Wei Zhan, and Masayoshi Tomizuka, “A Game-Theoretic Policy-Aware Interaction Strategy with Validation on Real Traffic Data” IEEE/RSJ Intelligent Robots and Systems (IROS) Conference, 2020 (equal first author*) [pdf]
Skills & Certification
Reviewer:
Conference: ECCV 2022, 3DV 2022, WACV 2023, AAAI 2023
Journal: IEEE Transactions on Multimedia(TMM)
Programming: Python, Java, LaTex, Matlab
Miscellaneous
I love history and art!
I love photography! Here is my Instagram: