Siyuan Yan

47 papers A* 5Journal 37Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
A Vision-Language Foundation Model for Zero-shot Clinical Collaboration and Automated Concept Discovery in Dermatology.
CoRR
Siyuan Yan, Xieji Li, Dan Mo, Philipp Tschandl, Yiwen Jiang, Zhonghua Wang, Ming Hu, Lie Ju, Cristina Vico-Alonso, Yizhen Zheng, Jiahe Liu, Juexiao Zhou, Camilla Chello, Jen G. Cheung, Julien Anriot, Luc Thomas, Clare Primiero, Gin Tan, Aik Beng Ng, Simon See, Xiaoying Tang, Albert Ip, Xiaoyang Liao, Adrian Bowling, Martin Haskett, Shuang Zhao, Monika Janda, H. Peter Soyer, Victoria Mar, Harald Kittler, Zongyuan Ge
2026 J jnl
DermoGPT: Open Weights and Open Data for Morphology-Grounded Dermatological Reasoning MLLMs.
CoRR
Jinghan Ru, Siyuan Yan, Yuguo Yin, Yuexian Zou, Zongyuan Ge
2026 J jnl
Understanding Algorithmic Aversion: A Bold Rejection of Digital Dominion.
Commun. ACM
Xiaoxu Ling, Siyuan Yan
2025 J jnl
A Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers.
CoRR
Ming Hu, Chenglong Ma, Wei Li, Wanghan Xu, Jiamin Wu, Jucheng Hu, Tianbin Li, Guohang Zhuang, Jiaqi Liu, Yingzhou Lu, Ying Chen, Chaoyang Zhang, Cheng Tan, Jie Ying, Guocheng Wu, Shujian Gao, Pengcheng Chen, Jiashi Lin, Haitao Wu, Lulu Chen, Fengxiang Wang, Yuanyuan Zhang, Xiangyu Zhao, Feilong Tang, Encheng Su, Junzhi Ning, Xinyao Liu, Ye Du, Changkai Ji, Cheng Tang, Huihui Xu, Ziyang Chen, Ziyan Huang, Jiyao Liu, Pengfei Jiang, Yizhou Wang, Chen Tang, Jianyu Wu, Yuchen Ren, Siyuan Yan, Zhonghua Wang, Zhongxing Xu, Shiyan Su, Shangquan Sun, Runkai Zhao, Zhisheng Zhang, Yu Liu, Fudi Wang, Yuanfeng Ji, Yanzhou Su, Hongming Shan, Chun-Mei Feng, Jiahao Xu, Jiangtao Yan, Wenhao Tang, Diping Song, Lihao Liu, Yanyan Huang, Lequan Yu, Bin Fu, Shujun Wang, Xiaomeng Li, Xiaowei Hu, Yun Gu, Ben Fei, Zhongying Deng, Benyou Wang, Yuewen Cao, Minjie Shen, Haodong Duan, Jie Xu, Yirong Chen, Fang Yan, Hongxia Hao, Jielan Li, Jiajun Du, Yanbo Wang, Imran Razzak, Chi Zhang, Lijun Wu, Conghui He, Zhaohui Lu, Jinhai Huang, Yihao Liu, Fenghua Ling, Yuqiang Li, Aoran Wang, Qihao Zheng, Nanqing Dong, Tianfan Fu, Dongzhan Zhou, Yan Lu, Wenlong Zhang, Jin Ye, Jianfei Cai, Wanli Ouyang, Yu Qiao, Zongyuan Ge, Shixiang Tang, Junjun He
2025 J jnl
Adamas: Hadamard Sparse Attention for Efficient Long-Context Inference.
CoRR
Siyuan Yan, Guo-qing Jiang, Yuchen Zhang, Xiaoxing Ma, Ran Zhu, Chun Cao, Jingwei Xu
2025 J jnl
Automated triage of cancer-suspicious skin lesions with 3D total-body photography.
npj Digit. Medicine
Nicholas R. Kurtansky, Maura C. Gillis, Noel C. F. Codella, Brian D'Alessandro, Zongyuan Ge, Pascale Guitera, Allan C. Halpern, Harald Kittler, Josep Malvehy, Konstantinos Liopyris, Victoria Mar, Linda K. Martin, Lara Valeska Maul, Alexander Navarini, Tarlia Rajeswaran, Vin Rajeswaran, Nadia Reichman, H. Peter Soyer, Jochen Weber, Siyuan Yan, Veronica Rotemberg, Kivanç Köse
2025 — conf
Controllable Skin Synthesis via Lesion-Focused Vector Autoregression Model.
MICCAI (16)
Jiajun Sun, Zhen Yu, Siyuan Yan, Jason J. Ong, Zongyuan Ge, Lei Zhang
2025 J jnl
Controllable Skin Synthesis via Lesion-Focused Vector Autoregression Model.
CoRR
Jiajun Sun, Zhen Yu, Siyuan Yan, Jason J. Ong, Zongyuan Ge, Lei Zhang
2025 J jnl
Derm1M: A Million-scale Vision-Language Dataset Aligned with Clinical Ontology Knowledge for Dermatology.
CoRR
Siyuan Yan, Ming Hu, Yiwen Jiang, Xieji Li, Hao Fei, Philipp Tschandl, Harald Kittler, Zongyuan Ge
2025 J jnl
Dr.V: A Hierarchical Perception-Temporal-Cognition Framework to Diagnose Video Hallucination by Fine-grained Spatial-Temporal Grounding.
CoRR
Meng Luo, Shengqiong Wu, Liqiang Jing, Tianjie Ju, Li Zheng, Jinxiang Lai, Tianlong Wu, Xinya Du, Jian Li, Siyuan Yan, Jiebo Luo, William Yang Wang, Hao Fei, Mong-Li Lee, Wynne Hsu
2025 — conf
MAKE: Multi-Aspect Knowledge-Enhanced Vision-Language Pretraining for Zero-Shot Dermatological Assessment.
MICCAI (5)
Siyuan Yan, Xieji Li, Ming Hu, Yiwen Jiang, Zhen Yu, Zongyuan Ge
2025 J jnl
MAKE: Multi-Aspect Knowledge-Enhanced Vision-Language Pretraining for Zero-shot Dermatological Assessment.
CoRR
Siyuan Yan, Xieji Li, Ming Hu, Yiwen Jiang, Zhen Yu, Zongyuan Ge
2025 J jnl
Multi-Aspect Knowledge-Enhanced Medical Vision-Language Pretraining with Multi-Agent Data Generation.
CoRR
Xieji Li, Siyuan Yan, Yingsheng Liu, H. Peter Soyer, Monika Janda, Victoria Mar, Zongyuan Ge
2025 J jnl
Prompt-Driven Latent Domain Generalization for Medical Image Classification.
IEEE Trans. Medical Imaging
Siyuan Yan, Zhen Yu, Chi Liu, Lie Ju, Dwarikanath Mahapatra, Brigid Betz-Stablein, Victoria Mar, Monika Janda, H. Peter Soyer, Zongyuan Ge
2025 A* conf
ReactDiff: Fundamental Multiple Appropriate Facial Reaction Diffusion Model.
ACM Multimedia
Cheng Luo, Siyang Song, Siyuan Yan, Zhen Yu, Zongyuan Ge
2025 J jnl
ReactDiff: Fundamental Multiple Appropriate Facial Reaction Diffusion Model.
CoRR
Luo Cheng, Siyang Song, Siyuan Yan, Yu Zhen, Zongyuan Ge
2025 J jnl
Scaling Laws for Speculative Decoding.
CoRR
Siyuan Yan, Mo Zhu, Guo-qing Jiang, Jianfei Wang, Jiaxing Chen, Wentai Zhang, Xiang Liao, Xiao Cui, Chen Zhang, Zhuoran Song, Ran Zhu
2025 A* conf
WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification.
EMNLP
Yiwen Jiang, Deval Mehta, Siyuan Yan, Yaling Shen, Zimu Wang, Zongyuan Ge
2025 J jnl
WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification.
CoRR
Yiwen Jiang, Deval Mehta, Siyuan Yan, Yaling Shen, Zimu Wang, Zongyuan Ge
2024 J jnl
A General-Purpose Multimodal Foundation Model for Dermatology.
CoRR
Siyuan Yan, Zhen Yu, Clare Primiero, Cristina Vico-Alonso, Zhonghua Wang, Litao Yang, Philipp Tschandl, Ming Hu, Gin Tan, Vincent Tang, Aik Beng Ng, David Powell, C. Paul Bonnington, Simon See, Monika Janda, Victoria Mar, Harald Kittler, H. Peter Soyer, Zongyuan Ge
2024 J jnl
Diffusion Model Driven Test-Time Image Adaptation for Robust Skin Lesion Classification.
CoRR
Ming Hu, Siyuan Yan, Peng Xia, Feilong Tang, Wenxue Li, Peibo Duan, Lin Zhang, Zongyuan Ge
2024 J jnl
Generalizing CLIP to Unseen Domain via Text-Guided Diverse Novel Feature Synthesis.
CoRR
Siyuan Yan, Cheng Luo, Zhen Yu, Zongyuan Ge
2024 J jnl
MONICA: Benchmarking on Long-tailed Medical Image Classification.
CoRR
Lie Ju, Siyuan Yan, Yukun Zhou, Yang Nan, Xiaodan Xing, Peibo Duan, Zongyuan Ge
2024 J jnl
OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining.
CoRR
Ming Hu, Kun Yuan, Yaling Shen, Feilong Tang, Xiaohao Xu, Lin Zhou, Wei Li, Ying Chen, Zhongxing Xu, Zelin Peng, Siyuan Yan, Vinkle Srivastav, Diping Song, Tianbin Li, Danli Shi, Jin Ye, Nicolas Padoy, Nassir Navab, Junjun He, Zongyuan Ge
2024 — conf
OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding.
ECCV (4)
Ming Hu, Peng Xia, Lin Wang, Siyuan Yan, Feilong Tang, Zhongxing Xu, Yimin Luo, Kaimin Song, Jürgen Leitner, Xuelian Cheng, Jun Cheng, Chi Liu, Kaijing Zhou, Zongyuan Ge
2024 J jnl
OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding.
CoRR
Ming Hu, Peng Xia, Lin Wang, Siyuan Yan, Feilong Tang, Zhongxing Xu, Yimin Luo, Kaimin Song, Jürgen Leitner, Xuelian Cheng, Jun Cheng, Chi Liu, Kaijing Zhou, Zongyuan Ge
2024 J jnl
Prompt-driven Latent Domain Generalization for Medical Image Classification.
CoRR
Siyuan Yan, Chi Liu, Zhen Yu, Lie Ju, Dwarikanath Mahapatra, Brigid Betz-Stablein, Victoria Mar, Monika Janda, H. Peter Soyer, Zongyuan Ge
2024 J jnl
Speciesism and Preference of Human-Artificial Intelligence Interaction: A Study on Medical Artificial Intelligence.
Int. J. Hum. Comput. Interact.
Weiwei Huo, Zihan Zhang, Jingjing Qu, Jiaqi Yan, Siyuan Yan, Jinyi Yan, Bowen Shi
2023 — conf
EPVT: Environment-Aware Prompt Vision Transformer for Domain Generalization in Skin Lesion Recognition.
MICCAI (7)
Siyuan Yan, Chi Liu, Zhen Yu, Lie Ju, Dwarikanath Mahapatra, Victoria Mar, Monika Janda, H. Peter Soyer, Zongyuan Ge
2023 J jnl
EPVT: Environment-aware Prompt Vision Transformer for Domain Generalization in Skin Lesion Recognition.
CoRR
Siyuan Yan, Chi Liu, Zhen Yu, Lie Ju, Dwarikanath Mahapatrainst, Victoria Mar, Monika Janda, H. Peter Soyer, Zongyuan Ge
2023 A* conf
NurViD: A Large Expert-Level Video Database for Nursing Procedure Activity Understanding.
NeurIPS
Ming Hu, Lin Wang, Siyuan Yan, Don Ma, Qingli Ren, Peng Xia, Wei Feng, Peibo Duan, Lie Ju, Zongyuan Ge
2023 J jnl
NurViD: A Large Expert-Level Video Database for Nursing Procedure Activity Understanding.
CoRR
Ming Hu, Lin Wang, Siyuan Yan, Don Ma, Qingli Ren, Peng Xia, Wei Feng, Peibo Duan, Lie Ju, Zongyuan Ge
2023 A* conf
Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision.
CVPR
Siyuan Yan, Zhen Yu, Xuelin Zhang, Dwarikanath Mahapatra, Shekhar S. Chandra, Monika Janda, H. Peter Soyer, Zongyuan Ge
2023 J jnl
Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision.
CoRR
Siyuan Yan, Zhen Yu, Xuelin Zhang, Dwarikanath Mahapatra, Shekhar S. Chandra, Monika Janda, H. Peter Soyer, Zongyuan Ge
2023 J jnl
Transmission-Guided Bayesian Generative Model for Smoke Segmentation.
CoRR
Siyuan Yan, Jing Zhang, Nick Barnes
2022 A* conf
Transmission-Guided Bayesian Generative Model for Smoke Segmentation.
AAAI
Siyuan Yan, Jing Zhang, Nick Barnes
2021 — conf
Stress Recognition in Thermal Videos Using Bi-directional Long-Term Recurrent Convolutional Neural Networks.
ICONIP (2)
Siyuan Yan, Abhijit Adhikary
2020 J jnl
Bandwidth Extension on Spectrum Modeling of Cross-Modulation for Dual-Band Amplification of OFDM Signals.
IEEE Trans. Instrum. Meas.
Siyuan Yan, Xianzhen Yang, Xiao Li, Fu Li
2020 J jnl
Spatiotemporal Tree Filtering for Enhancing Image Change Detection.
IEEE Trans. Image Process.
Dawei Li, Siyuan Yan, Mingbo Zhao, Tommy W. S. Chow
2019 J jnl
An Integrated Image Filter for Enhancing Change Detection Results.
IEEE Access
Dawei Li, Siyuan Yan, Xin Cai, Yan Cao, Sifan Wang
2019 J jnl
An Integrated Image Filter for Enhancing Change Detection Results.
CoRR
Dawei Li, Siyuan Yan, Xin Cai, Yan Cao, Sifan Wang
2019 J jnl
An Overlapping-Free Leaf Segmentation Method for Plant Point Clouds.
IEEE Access
Dawei Li, Yan Cao, Guoliang Shi, Xin Cai, Yang Chen, Sifan Wang, Siyuan Yan
2019 J jnl
An overlapping-free leaf segmentation method for plant point clouds.
CoRR
Dawei Li, Yan Cao, Guoliang Shi, Xin Cai, Yang Chen, Sifan Wang, Siyuan Yan
2018 J jnl
Digital Predistortion for Spectrum Compliance in the Internet of Things.
J. Electron. Test.
Siyuan Yan, Xiao Li, Changhong Jiang, Hui Li, Lingmei Wang, Fu Li
2018 J jnl
Leaf Segmentation on Dense Plant Point Clouds with Facet Region Growing.
Sensors
Dawei Li, Yan Cao, Xue-Song Tang, Siyuan Yan, Xin Cai
2018 J jnl
Spectrum Modeling of Cross-Modulation for Concurrent Dual-Band RF Power Amplifiers in OFDM Modulation.
IEEE Trans. Instrum. Meas.
Fu Li, Siyuan Yan, Xianzhen Yang, Xiao Li
2017 J jnl
On Dual-Band Amplifications Using Dual Two-Tones: Clarifications and Discussion.
IEEE Trans. Instrum. Meas.
Siyuan Yan, Xianzhen Yang, Xiao Li, Fu Li