Yongyi Su

PhD student, School of Electronic and Information Engineering, South China University of Technology

Joined

May 2022

Names

Yongyi Su (Preferred)

Emails

****@mail.scut.edu.cn (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Career & Education History

PhD student

School of Electronic and Information Engineering, South China University of Technology (scut.edu.cn)

2022 – 2026

Intern

Institute for Infocomm Research (I2R), A*STAR (i2r.a-star.edu.sg)

2023 – 2025

Advisors, Relations & Conflicts

PhD Advisor

Kui Jia

2022 – 2026

Expertise

test-time adaptation

2021 – 2026

Publications

Patch-as-Decodable-Token: Towards Unified Multi-Modal Vision Tasks in MLLMs
Yongyi Su, Haojie Zhang, Shijie Li, Nanqing Liu, Jingyi Liao, Junyi Pan, Yuan Liu, Xiaofen Xing, Chong Sun, Chen Li, Nancy F. Chen, Shuicheng YAN, Xulei Yang, Xun Xu
- ICLR 2026 Poster
- Readers: Everyone
Test-Time Training for Out-of-Distribution Industrial Anomaly Detection via Robust Distribution Alignment
Jingyi Liao, Xun Xu, Yongyi Su, Yifan Liu, Dacheng Tao, Xulei Yang
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
On the Adversarial Risk of Test Time Adaptation: An Investigation into Realistic Test-Time Data Poisoning
Yongyi Su, Yushu Li, Nanqing Liu, Kui Jia, Xulei Yang, Chuan-Sheng Foo, Xun Xu
- ICLR 2025 Poster
- Readers: Everyone
Efficient and Context-Aware Label Propagation for Zero-/Few-Shot Training-Free Adaptation of Vision-Language Model
Yushu Li, Yongyi Su, Adam Goodge, Kui Jia, Xun Xu
- ICLR 2025 Poster
- Readers: Everyone
Exploring Human-in-the-Loop Test-Time Adaptation by Synergizing Active Learning and Model Selection
Yushu Li, Yongyi Su, Xulei Yang, Kui Jia, Xun Xu
- Accepted by TMLR
- Readers: Everyone
Weakly Supervised 3D Point Cloud Segmentation via Multi-Prototype Learning
Yongyi Su, Xun Xu, Kui Jia
- IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
- Readers: Everyone
On the Robustness of Open-World Test-Time Training: Self-Training with Dynamic Prototype Expansion
Yushu Li, Xun Xu, Yongyi Su, Kui Jia
- IEEE/CVF International Conference on Computer Vision (ICCV) 2023
- Readers: Everyone
Towards Real-World Test-Time Adaptation: Tri-Net Self-Training with Balanced Normalization
Yongyi Su, Xun Xu, Kui Jia
- Annual AAAI Conference on Artificial Intelligence (AAAI) 2024
- Readers: Everyone
Improving the Generalization of Segmentation Foundation Model under Distribution Shift via Weakly Supervised Adaptation
Haojie Zhang, Yongyi Su, Xun Xu, Kui Jia
- IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024
- Readers: Everyone
Revisiting Realistic Test-Time Training: Sequential Inference and Adaptation by Anchored Clustering Regularized Self-Training
Yongyi Su, Xun Xu, Tianrui Li, Kui Jia
- IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
- Readers: Everyone

View all 15 publications