Publications

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

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
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