Manxi Lin

Manxi Lin

Research Engineer, Alibaba Inc.
Research Interest: Multimodal Learning, Medical Imaging

About Me

I am currently a Research Engineer at Taobao & Tmall Group, Alibaba Inc.

I received my Ph.D. degree from the Technical University of Denmark in 2025, where I was advised by Prof. Aasa Feragen. My doctoral research started with geometric learning and focused on interpretability in medical imaging. During my Ph.D., I also visited Prof. Qi Dou's group at the Chinese University of Hong Kong. Prior to that, I obtained my B.S. degree from Huazhong University of Science and Technology in 2019, working with Prof. Jun Wu.

At Alibaba, I am expanding my research scope to Multimodal Large Language Models for content understanding and generative recommendation.

Selected Publications

* denotes equal contribution. denotes corresponding author.

MIRAGE: Towards AI-Generated Image Detection in the Wild
Cheng Xia*, Manxi Lin*, Jiexiang Tan*, Xiaoxiong Du, Yang Qiu, Junjun Zheng, Xiangheng Kong, Yuning Jiang, Bo Zheng
AAAI 2026 [PDF]
U2-BENCH: Benchmarking Large Vision-Language Models on Ultrasound Understanding
Anjie Le... Manxi Lin, Hongcheng Guo (Selected authors for brevity)
ICLR 2026 [PDF]
Shortcut Learning in Medical Image Segmentation
Manxi Lin*, Nina Weng*, Kamil Mikolaj, Zahra Bashir, Morten Bo Søndergaard Svendsen, Martin Tolsgaard, Anders Nymark Christensen, Aasa Feragen
MICCAI 2024 [PDF]
Incorporating Clinical Guidelines through Adapting Multi-modal Large Language Model for Prostate Cancer PI-RADS Scoring
Tiantian Zhang*, Manxi Lin*, Hongda Guo, Xiaofan Zhang, Ka Fung Peter Chiu, Aasa Feragen, Qi Dou
MICCAI 2024 [PDF]
Tri-modal Confluence with Temporal Dynamics for Scene Graph Generation in Operating Rooms
Diandian Guo*, Manxi Lin*, Jialun Pei, He Tang, Yueming Jin, Pheng-Ann Heng
MICCAI 2024 [PDF]
DTU-Net: Learning Topological Similarity for Curvilinear Structure Segmentation
Manxi Lin, Zahra Bashir, Martin Grønnebæk Tolsgaard, Anders Nymark Christensen, Aasa Feragen
IPMI 2023 (Oral) [PDF]
diffConv: Analyzing Irregular Point Clouds with an Irregular View
Manxi Lin, Aasa Feragen
ECCV 2022 [PDF]


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