I am a first-year Ph.D. student at Department of Computer Science and Engineering (CSE), The Chinese University of Hong Kong (CUHK) , supervised by Prof. Pheng-Ann Heng. I have spent wonderful time at Tencent YouTu Lab, Zhejiang Lab, and SIAT, CAS as a research intern/assistant. Also, it is my great honor to be awarded a China Postgraduate National Scholarship and a China Undergraduate National Scholarship during my academic career.

My research interest mainly includes Deep Learning and Computer Vision. Recently, I focus on exploring Generative AI, Multi-Modal Learning, and Learning from Imperfect Data, aiming to promote the efficiency and flexibility of AI models and algorithms in the real world.

📢📢📢 If you would like to discuss potential opportunities for collaboration, please feel free to contact me. 😊

🔥 News

• 2024.07   Two papers are accepted by BMVC 2024! 🎉
• 2024.06   One paper is accepted by IEEE TIFS 2024 (a CCF-A journal)! 🎉
• 2024.05   I am selected as an outstanding graduate of Beijing! 👨‍🎓
• 2023.10   One paper is accepted by WACV 2024! 🎉
• 2023.10   I am awarded a China Postgraduate National Scholarship! 🏆
• 2023.04   I join Tencent YouTu Lab as a research intern! 🔬
• 2023.03   Our paper is selected as a CVPR Highlight (Top 2.6% of 9155 submissions)! 🎉
• 2023.02   One first-author paper is accepted by CVPR 2023! 🎉
• 2022.07   I join Zhejiang Lab as a research intern! 🔬
• 2022.07   One first-author paper is accepted by ECCV 2022! 🎉
• 2021.03   I join SIAT, CAS as a research assistant! 🔬
• 2020.09   I am awarded a China Undergraduate National Scholarship! 🏆

📝 Selected Publications

arXiv Preprint

🔥 MagicTailor: Component-Controllable Personalization in Text-to-Image Diffusion Models 🔥

Donghao Zhou, Jiancheng Huang, Jinbin Bai, Jiaze Wang, Hao Chen, Guangyong Chen,

Xiaowei Hu, Pheng-Ann Heng

arXiv Preprint (Under Review)

[Page] [Paper] [Code]

IEEE TIFS

IFAST: Weakly Supervised Interpretable Face Anti-spoofing from Single-shot Binocular NIR Images

Jiancheng Huang*, Donghao Zhou*, Jianzhuang Liu, Linxiao Shi, Shifeng Chen

(* indicates equal contribution)

IEEE Transactions on Information Forensics and Security (TIFS) 2024 (CCF-A Journal)

[Page] [Paper]

BMVC 2024

DISCO: Distribution-Aware Calibration for Object Detection with Noisy Bounding Boxes

Donghao Zhou, Jialin Li, Jinpeng Li, Jiancheng Huang, Qiang Nie, Yong Liu, Bin-Bin Gao,

Qiong Wang, Pheng-Ann Heng, Guangyong Chen

British Machine Vision Conference (BMVC) 2024

[Paper] [Code]

CVPR 2023 (Highlight)

RepMode: Learning to Re-parameterize Diverse Experts for Subcellular Structure Prediction

Donghao Zhou, Chunbin Gu, Junde Xu, Furui Liu, Qiong Wang, Guangyong Chen, Pheng-Ann Heng

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023

[Page] [Paper] [Code] [Poster] [Talk]

Selected as a Highlight presentation paper (Top 2.6% of 9155 submissions)

ECCV 2022

Acknowledging the Unknown for Multi-Label Learning with Single Positive Labels

Donghao Zhou, Pengfei Chen, Qiong Wang, Guangyong Chen, Pheng-Ann Heng

European Conference on Computer Vision (ECCV) 2022

[Paper] [Code] [Poster] [Slides]

👨‍💻 Experience

Tencent YouTu Lab, Shenzhen, China

Research Intern @ FuXi Research Center

2023.04 - 2023.09

Zhejiang Lab, Hangzhou, China

Research Intern @ Research Institute of Intelligent Computing

2022.07 - 2023.01

SIAT, CAS, Shenzhen, China

Research Assistant @ CV2R-Lab

2021.03 - 2021.08

🏅 Selected Awards

• 2024.05   Outstanding Graduate of Beijing
• 2024.05   Outstanding Graduate of UCAS
• 2024.02   SIAT President’s Special Scholarship
• 2024.01   IAIT Dean’s Innovation Award: Outstanding Postgraduate Award
• 2023.10   China Postgraduate National Scholarship (Top 1.7%)
• 2021.06   Outstanding Graduate (Top 2.5%)
• 2021.04   Top 10 Student Innovation Figure (Bonus: 10,000 CNY)
• 2020.09   China Undergraduate National Scholarship (Top 0.3%)
• 2018 - 2020   First-Class Excellent Student Scholarships (Three Times)
• 2019.05   Asia-Pacific Robot Contest (ROBOCON), China Regional Competition, Second Prize (Leading a team of 30+ undergradutes)

📅 Academic Services

📖 Reviewers/PC Members

• Conference: AISTATS 2025, WACV 2025, AAAI 2025, NeurIPS 2024, BMVC 2024, ACCV 2024, ECCV 2024, CVPR 2024, ICCV 2023
• Journal: Scientific Reports

💬 Invited Talks

• 2023.06   Subcellular Structure Prediction: Revealing Fluorescent Images with Deep Learning, Topic Talk, held by TechBeat | [News] [Video]
• 2023.03   Subcellular Structure Prediction from Multiple Partially Labeled Datasets, Internal Youth Forum, held by Zhejiang Lab | [Poster]
• 2022.12   Single Positive Multi-Label Learning, Youth Ph.D. Talk, held by ITIC and AI TIME | [News]
• 2022.12   Learning a Multi-Label Classifier from a Single-Label Dataset, Internal Youth Forum, held by Zhejiang Lab | [Poster]