MCKD: Mutually Collaborative Knowledge Distillation For Federated Domain Adaptation And Generalization. - Ziwei Niu; Hongyi Wang 002; Hao Sun 013; Shuyi Ouyang; Yen-Wei Chen 001; Lanfen Lin (ICASSP, 2023)

SLViT: Scale-Wise Language-Guided Vision Transformer for Referring Image Segmentation. - Shuyi Ouyang; Hongyi Wang 002; Shiao Xie; Ziwei Niu; Ruofeng Tong 001; Yen-Wei Chen 001; Lanfen Lin (IJCAI, 2023)

HSVLT: Hierarchical Scale-Aware Vision-Language Transformer for Multi-Label Image Classification. - Shuyi Ouyang; Hongyi Wang 002; Ziwei Niu; Zhenjia Bai; Shiao Xie; Yingying Xu; Ruofeng Tong 001; Yen-Wei Chen 001; Lanfen Lin (ACM Multimedia, 2023)

IRLSG: Invariant Representation Learning for Single-Domain Generalization in Medical Image Segmentation. - Ziwei Niu; Hao Sun 013; Shuyi Ouyang; Shiao Xie; Yen-Wei Chen 001; Ruofeng Tong 001; Lanfen Lin (ICASSP, 2024)

M2ORT: Many-To-One Regression Transformer for Spatial Transcriptomics Prediction from Histopathology Images. - Hongyi Wang 002; Xiuju Du; Jing Liu 041; Shuyi Ouyang; Yen-Wei Chen 001; Lanfen Lin (CoRR, 2024)

LSMS: Language-guided Scale-aware MedSegmentor for Medical Image Referring Segmentation. - Shuyi Ouyang; Jinyang Zhang; Xiangye Lin; Xilai Wang; Qingqing Chen 001; Yen-Wei Chen 001; Lanfen Lin (CoRR, 2024)

SemSim: Revisiting Weak-to-Strong Consistency from a Semantic Similarity Perspective for Semi-supervised Medical Image Segmentation. - Shiao Xie; Hongyi Wang 002; Ziwei Niu; Hao Sun 013; Shuyi Ouyang; Yen-Wei Chen 001; Lanfen Lin (CoRR, 2024)

M2OST: Many-to-one Regression for Predicting Spatial Transcriptomics from Digital Pathology Images. - Hongyi Wang 002; Xiuju Du; Jing Liu 041; Shuyi Ouyang; Yen-Wei Chen 001; Lanfen Lin (AAAI, 2025)

Can MLLMs Guide Me Home? A Benchmark Study on Fine-Grained Visual Reasoning from Transit Maps. - Sicheng Feng; Song Wang; Shuyi Ouyang; Lingdong Kong; Zikai Song; Jianke Zhu; Huan Wang; Xinchao Wang (CoRR, 2025)