Exploring  the  unknown  but  wonderful  world!

News

• 2025.04: Invited to serve as an Area Chair for NeurIPS'25! 

• 2025.02: Invited to serve as a reviewer for ICCV'25 and ACL'25! 

• 2025.01: One co-first-author paper accepted by ICLR'25 (Spotlight)! Happy to see you in ICLR (Singapore) in person.

• 2024.12: Invited to serve as a reviewer for ICML'25! 

• 2024.10: The GitHub star of "Disentangling Writer and Character Styles for Handwriting Generation (CVPR'23)" reaches 1k+!

• 2024.10: Invited to serve as reviewer for CVPR'25!

• 2024.08: Invited to serve as reviewer for ICLR'25 and  AAAI'25!

• 2024.07: One co-first-aurthor paper accepted by ACM MM'24! 

• 2024.07: Three papers (with two as co-first authors) accepted by ECCV'24! 

• 2022.12: Happy to receive the Top Reviewer of NeurIPS once again in 2023! 

• 2023.11: Happy to be honored with Google PhD Fellow (2023)!

• 2023.11: Invited talk at Technical University of Munich! 

• 2023.11: Invited talk at Max Planck Institute! 

• 2023.11: Invited talk at University of Tübingen!

• 2023.11: Invited talk at Bosch AI Center! 

• 2023.10: Invited talk at AI TIME! 

• 2023.10: NeruIPS Scholar Award! Happy to see you in NeurIPS (New Orleans, US) in person.

• 2023.10: SOC Research Incentive Award by NUS!

• 2023.07: Invited talk at AI2Health Seminar by Society of Artificial Intelligence Research (SAIR)!  

• 2023.04: Happy to be selected as a DAAD AInet Fellow (2023)!

• 2023.01: Dean's Graduate Research Excellence Award by NUS! 

• 2022.01: Research Achievement Award by NUS!  

Selected Publications

One-DM: One-Shot Diffusion Mimicker for Handwritten Text Generation

Gang Dai*, Yifan Zhang*, Quhui Ke, Qingya Guo, Shuangping Huang 

European Conference on Computer Vision (ECCV), 2024

[PDF] / [Code] / [Slides] / [Poster] / [机器之心] 

Fully Test-Time Adaptation for Monocular 3D Object Detection

Hongbin Lin*, Yifan Zhang*, Shuaicheng Niu, Shuguang Cui, Zhen Li

European Conference on Computer Vision (ECCV), 2024

[PDF] / [Code] / [Slides] / [Poster] / [机器之心] 

Expanding Small-Scale Datasets with Guided Imagination

Yifan Zhang, Daquan Zhou, Bryan Hooi, Kai Wang, Jiashi Feng

Neural Information Processing Systems (NeurIPS), 2023

[PDF] / [Code] / [Slides] / [Poster] / [机器之心] 

Deep Long-Tailed Learning: A Survey

Yifan Zhang, Bingyi Kang, Bryan Hooi, Shuicheng Yan, Jiashi Feng

IEEE Transaction on Pattern Analysis and Machine Intelligence (TPAMI), 2023

[PDF] / [Code] / [Slides] / [机器之心]  / [新智元] 

Disentangling Writer and Character Styles for Handwriting Generation  (1k+ Github Stars)

Gang Dai*, Yifan Zhang*, Qingfeng Wang, Qing Du, Zhuliang Yu, Zhuoman Liu, Shuangping Huang 

Computer Vision and Pattern Recognition (CVPR), 2023

[PDF] / [Code] / [Poster] / [机器之心] 

Towards Stable Test-Time Adaptation in Dynamic Wild World

Shuaicheng Niu*, Jiaxiang Wu*, Yifan Zhang*, Zhiquan Wen, Yaofo Chen, Peilin Zhao, Mingkui Tan

International Conference on Learning Representations (ICLR), 2023

[PDF] / [Code] / [Slides] / [Poster] / [机器之心] 

Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition

Yifan Zhang, Bryan Hooi, Lanqing Hong, Jiashi Feng

Neural Information Processing Systems (NeurIPS), 2022

[PDF] / [Code] / [Slides] / [Poster] / [机器之心] 

Efficient Test-Time Model Adaptation without Forgetting

Shuaicheng Niu*, Jiaxiang Wu*, Yifan Zhang*, Yaofo Chen, Shijian Zheng, Peilin Zhao, Mingkui Tan 

International Conference on Machine Learning (ICML), 2022

[PDF] / [Code] / [Poster] 

Unleashing the Power of Contrastive Self-Supervised Visual Models via Contrast-Regularized Fine-Tuning

Yifan Zhang, Bryan Hooi, Dapeng Hu, Jian Liang, Jiashi Feng

Neural Information Processing Systems (NeurIPS), 2021

[PDF] / [Code] / [Slides] / [Poster]

Source-Free Domain Adaptation via Avatar Prototype Generation and Adaptation 

Zhen Qiu*, Yifan Zhang*, Hongbin Lin, Shuaicheng Niu, Yanxia Liu, Qing Du, Mingkui Tan 

International Joint Conference on Artificial Intelligence (IJCAI), 2021

[PDF] / [Code] / [Slides] / [Poster]

Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis

Yifan Zhang, Ying Wei, Peilin Zhao, Shuaicheng Niu, Qingyao Wu, Mingkui Tan, Junzhou Huang

IEEE Transaction on Image Processing (TIP), 2020

NeurIPS workshop, 2019

[TIP] / [NeurIPS workshop] / [Code]

From Whole Slide Imaging to Microscopy: Deep Microscopy Adaptation Network for Histopathology Cancer Image Classification

Yifan Zhang, Hanbo Chen, Ying Wei, Peilin Zhao, Jiezhang Cao, Qingyao Wu, Mingkui Tan, Junzhou Huang, etc

International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019

[PDF] / [Slides] / [Poster]

Online Adaptive Asymmetric Active Learning  for Budgeted Imbalanced Data

Yifan Zhang, Peilin Zhao, Jiezhang Cao, Wenye Ma, Junzhou Huang,  Qingyao Wu,  Mingkui Tan

ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD), 2018

IEEE Transaction on Knowledge and Data Engineering (TKDE), 2019

[KDD] / [TKDE] / [Code] / [Slides] / [Poster]

Professional Services

• Conference Area Chair: NeurIPS (25)

• Conference Reviewer:  NeurIPS (20-24), CVPR (21-25), ICML (21-25), ICLR (22-25), AAAI (21-25), ICCV (23,25), ECCV (22), MICCAI (19-20) , ACL (25)

• Journal Reviewer: TPAMI, TIP, IJCV, JMLR,  TNNLS

Awards and Scholarships

• Google PhD Fellowship, 2023

• NeurIPS Top Reviewer, 2023

• NeurIPS Scholar Award, 2023

• Research Incentive Award, provided by National University of Singapore, 2023

• DAAD AInet Fellowship, 2023

• CVPR DEI Travel Award, 2023

• ICLR Financial Assistance Award, 2023

• Dean's Graduate Research Excellence Award, provided by National University of Singapore, 2023

• NeurIPS Top Reviewer, 2022

• NeurIPS Scholar Award, 2022

• Research Achievement Award, provided by National University of Singapore, 2022

• Best Project Award of the 17th STePS, provided by National University of Singapore, 2020

• Ph.D. Research Scholarship, provided by National University of Singapore, 2020

• Technology Innovation Award, provided by South China University of Technology, 2018

• National Scholarship, provided by Ministry of Education, China, 2018

• ACM SIGKDD Student Travel Award, 2018

• Honorable Mention of MCM/ICM, 2016

• National Scholarship, provided by Ministry of Education, China, 2015 

Thanks  for  your  attention !