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Yan Fan

Ph.D. candidate
Tianjin University
fyan_0411@tju.edu.cn

About Me

Yan Fan (范妍) received her B.S. degree and M.S. degree from NorthWest University, Xi’an, China, in 2017 and 2020, respectively. She is currently working towards the Ph.D. degree in the College of Intelligence and Computing, Tianjin University, Tianjin, China. Her supervisor is Prof. Qinghua Hu (胡清华). She also works closely with Prof. Pengfei Zhu (朱鹏飞) and Assoc. Prof. Yu Wang (王煜) in Tianjin University.

Research Interests

Computer Vision: Image recognition, 3D Semantic segmentation
Machine Learning: Weakly supervised learning, Continual learning

News

[Jul. 2025] Our paper about 3D semantic segmentation is accepted to IEEE TMM 2025.
[Feb. 2025] Our paper about continual learning is accepted to CVPR 2025.
[Feb. 2025] Our paper about 3D semantic segmentation is accepted to IEEE TFS 2025.
[Sep. 2024] Our paper about continual learning is accepted to NeurIPS 2024.
[Dec. 2023] Our paper about continual learning is accepted to AAAI 2024.
[Jun. 2023] We have won the runner-up of CVPR 2023 Continual Learning Challenge.

Publications

IEEE TMM

Multi-granularity Superpoint Graph Learning for Weakly Supervised 3D Semantic Segmentation

Yan Fan, Yu Wang, Pengfei Zhu, Le Hui, Jin Xie, Bin Xiao, and Qinghua Hu

IEEE Transactions on Multimedia (IEEE TMM), 2025.

Code Early Accept

CVPR

Reducing Class wise Confusion for Incremental Learning with Disentangled Manifolds

Huitong Chen, Yu Wang, Yan Fan, Guosong Jiang, Qinghua Hu

Conference on Computer Vision and Pattern Recognition (CVPR), 2025.

PDF BibTex

IEEE TFS

Uncertainty-aware Superpoint Graph Transformer for Weakly Supervised 3D Semantic Segmentation

Yan Fan, Yu Wang, Pengfei Zhu, Le Hui, Jin Xie, Qinghua Hu

IEEE Transactions on Fuzzy Systems (IEEE TFS), 2025.

PDF Code BibTex

NeurIPS

Persistence Homology Distillation for Semi-supervised Continual Learning

Yan Fan, Yu Wang, Pengfei Zhu, Dongyue Chen, Qinghua Hu

Conference on Neural Information Processing Systems (NeurIPS), 2024.

PDF Code BibTex

AAAI

Dynamic Sub-graph Distillation for Robust Semi-supervised Continual Learning

Yan Fan, Yu Wang, Pengfei Zhu, Qinghua Hu

AAAI Conference on Artificial Intelligence (AAAI), 2024.

PDF Code BibTex

Correspondence

Email: fyan_0411@tju.edu.cn
Address: Building 55, College of Intelligence and Computing, Tianjin University Beiyangyuan Campus, No. 135 Yaguan Road, Jinnan District, Tianjin, 300350

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