About Me

I received my bachelor's degree in the Department of Electronic Engineering and Information Science at the University of Science and Technology of China (USTC), Hefei, China, in 2022, as a member of the Talent Program in Artificial Intelligence.
I am currently a Ph.D. candidate in Control Science and Engineering at Department of Automation, USTC, under the supervision of Prof. Tianzhu Zhang.
My research interests lie in computer vision and machine learning, with a particular focus on semantic segmentation, unsupervised domain adaptation, and semi-supervised learning.

Selected Publications

• Wangkai Li, Zhaoyang Li, Yuwen Pan, Rui Sun, Yujia Chen, Tianzhu Zhang. “Adaptive Augmentation-Aware Latent Learning for Robust LiDAR Semantic Segmentation”. International Conference on Learning Representations (ICLR), 2026.
  [Paper] [Code] [Poster]

  Jan. 2026
• Wangkai Li, Rui Sun, Zhaoyang Li, Tianzhu Zhang. “Towards Robust Pseudo-Label Learning in Semantic Segmentation: An Encoding Perspective”. Conference on Neural Information Processing Systems (NeurIPS), 2025.
  [Paper] [Code] [Poster]

  Sep. 2025
• Wangkai Li, Rui Sun, Huayu Mai, Tianzhu Zhang. “Towards Unsupervised Domain Bridging via Image Degradation in Semantic Segmentation”. Conference on Neural Information Processing Systems (NeurIPS), 2025.
  [Paper] [Code] [Poster]

  Sep. 2025
• Wangkai Li, Rui Sun, Bohao Liao, Zhaoyang Li, Tianzhu Zhang. “Balanced Learning for Domain Adaptive Semantic Segmentation”. International Conference on Machine Learning (ICML), 2025.
  [Paper] [Code] [Poster]

  May 2025

Academic Competitions

• 1^st Place, WSI-level Glomeruli Dedection in Kidney Pathology Image Segmentation Challenge (MICCAI 2024)
  [Summary] [Paper] [Code] [Certificate]

  Oct. 2024
• 2^nd Place, NTIRE Efficient Super-Resolution Challenge (CVPR 2024)
  [Summary]

  June. 2024
• Second-class Prize (3^rd Place), Prize: 200,000 CNY, Video Interpolation in Fast Motion Scenes, 2nd Guangdong-Hong Kong-Macao Greater Bay Area Algorithm Case Competition
  [Code] [Certificate]

  Jan. 2024
• 1^st Place, Cell Detection from Cell-Tissue Interaction Challenge (MICCAI 2023)
  [Summary] [Paper] [Code] [Certificate]

  Oct. 2023
• Spotlight Tracker, Best Robustness , Visual Object Tracking and Segmentation Challenge (ICCV 2023)
  [Summary]

  Oct. 2023
• Meritorious Winner, Rank: 4/102, Weakly Supervised Cell Segmentation in Multi-modality High-Resolution Microscopy Images Challenge (NeurIPS 2022)
  [Summary] [Paper] [Code] [Certificate]

  Dec. 2022
• 1^st Place, Visual Object Tracking Short-Term Bounding-box Challenge (ECCV 2022)
  [Summary] [Certificate]

  Oct. 2022

Awards

• Jianghuai NIO Scholarship of USTC 2025
• First-class Scholarship, Graduate School of USTC (awarded 4 times)2022 to 2025
• First-class Scholarship, Talent Program in Artificial Intelligence of USTC 2021
• First-class Prize, 12th Chinese Mathematics Competitions (Non-Mathematics Major)Oct. 2020
• Outstanding Student Scholarship, Silver Award, Undergraduate School of USTC (awarded 3 times) 2019 to 2021

Professional Service

Reviewer for CVPR (2024, 2025, 2026), AAAI (2025, 2026), ICLR (2025, 2026), ICCV 2025，ICML 2026, ECCV 2026