Selected Publications

You can find my full publication list at my Google Scholar profile.

STiL: Semi-supervised Tabular-Image Learning for Comprehensive Task-Relevant Information Exploration in Multimodal Classification Siyi Du, Xinzhe Luo, Declan P. O'Regan, Chen Qin CVPR, 2025 arXiv / code / video

TIP: Tabular-Image Pre-training for Multimodal Classification with Incomplete Data Siyi Du, Shaoming Zheng, Yinsong Wang, Wenjia Bai, Declan P. O'Regan, Chen Qin ECCV, 2024 arXiv / code / video

AViT: Adapting Vision Transformers for Small Skin Lesion Segmentation Datasets Siyi Du, Nourhan Bayasi, Ghassan Hamarneh, Rafeef Garbi MICCAI 8th ISIC Workshop, 2023, Best Paper Award arXiv / code

Continual-GEN: Continual Group Ensembling for Domain-agnostic Skin Lesion Classification Nourhan Bayasi, Siyi Du, Ghassan Hamarneh, Rafeef Garbi MICCAI 8th ISIC Workshop, 2023, Oral pdf / code

Deep Learning for Dermatology: Contributions in Model Fairness, Multi-domain Adaptation, and Light-weight Efficiency Siyi Du Master's Thesis, University of British Columbia, 2023, A+ video

MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets Siyi Du, Nourhan Bayasi, Ghassan Hamarneh, Rafeef Garbi MICCAI, 2023 arXiv / code

FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning Siyi Du, Ben Hers, Nourhan Bayasi, Ghassan Hamarneh, Rafeef Garbi ECCV 7th ISIC Workshop, 2022, Best Paper Award arXiv / code / video

KBGN: Knowledge-Bridge Graph Network for Adaptive Vision-Text Reasoning in Visual Dialogue Xiaoze Jiang, Siyi Du, Zengchang Qin, Yajing Sun, Jing Yu ACM International Conference on Multimedia (ACM MM), 2020, Oral arXiv