I am currently a 1st year Master at shenzhen International Graduate School, Tsinghua University, where I am advised by Professor Haoqian Wang and Yongbing Zhang. My research interest includes computer vision and histopathology image analysis.

🔥 News

• 2022.06:  🎉🎉 One paper is accepted by MICCAI 2022 and won the Student Travel Award!
• 2022.05:  🎉🎉 One paper is accepted by ISBI 2022!
• 2021.09:  🎉🎉 One paper is accepted by NeurIPS 2021!

📝 Publications

MICCAI2022

Multiple Instance Learning with Mixed Supervision in Gleason Grading

Hao Bian*, Zhuchen Shao*, Yang Chen*, Yifeng Wang, Haoqian Wang, Jian Zhang, Yongbing Zhang

International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI2022. Won the Student Travel Award

code / video / bibtex

The first Transformer-based mixed supervision method on the multiple instance learning framework for Gleason grading.

ISBI2022

Breast tumor image classification in bright challenge via multiple instance learning and deep transformers

Yangen Zhan*, Hao Bian*, Yang Chen*, Xiu Li, Yongbing Zhang

The IEEE International Symposium on Biomedical Imaging (ISBI), 2022

An novel multiple instance learning model which exploits both ROI-level and slide-level information for the breast tumor subtype classification

NeurIPS 2021

TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification

Zhuchen Shao*, Hao Bian*, Yang Chen*, Yifeng Wang, Jian Zhang, Xiangyang Ji, Yongbing Zhang

Conference on Neural Information Processing Systems (NeurIPS), 2021

code / video / bibtex

The first Transformer-based correlated multiple instance learning model for whole slide image classification

Semantically-guided low-light image enhancement

Junyi Xie, Hao Bian, Yuanhang Wu, Yu Zhao, Linmin Shan, Shijie Hao

Pattern Recognition Letters, 2020

code / bibtex

The first semantic-aware low-light image enhancement method.

📚 Project

• Expression and posture recognition (supervisor: Shijie Hao, Richang Hong). demo (Extraction code: xu4p)
• Terminal vision of image enhancement (supervisor: Shijie Hao, Meng Wang). demo(Extraction code: yn1d)

• Artistic style transformation (supervisor: Shijie Hao, Meng Wang). demo(Extraction code: yn1d)

• RoboCup Simulation 2D project.

🎖 Honors and Awards

• 2021.06 Outstanding Graduates Awards (B.E.)
• 2020.10 National Scholarship (Top 1%)
• 2019.06 China University Student Computer Design Competition, National First Prize
• 2019.04 RoboCup World Cup (China), simulation 2D project, National Champion
• 2018.11 National College Student Mathematics Competition, First prize
• 2018.10 National Scholarship (Top 1%)

📖 Educations

• 2021.09 - 2024.06 (now), Master, Tsinghua University.
• 2017.09 - 2021.06, Undergraduate, Hefei University of Technology. (GPA: 4.01/4.3, Rank: 2/130)

💻 Internships

• TBD