Siegfried K. Wagner

According to our database, Siegfried K. Wagner authored at least 9 papers between 2021 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Flight rules for clinical AI: lessons from aviation for human-AI collaboration in medicine.

Ariel Yuhan Ong, David Adrian Merle, Andreas Pollreisz, Siegfried K. Wagner, Mertcan Sevgi, Pearse A. Keane, Roman Huemer, Julian Oehling, Markus Jäger, Josef Huemer

npj Digit. Medicine, 2026

Matters Arising: Near-identical images, not foundation models, explain purported re-identification of patients from medical imaging.

Justin Engelmann, Siegfried K. Wagner, Yukun Zhou, Pearse A. Keane

npj Digit. Medicine, 2026

Oculomix: Hierarchical Sampling for Retinal-Based Systemic Disease Prediction.

Hyunmin Kim, Yukun Zhou, Rahul A. Jonas, Lie Ju, Sunjin Hwang, Pearse A. Keane, Siegfried K. Wagner

Proceedings of the 23rd IEEE International Symposium on Biomedical Imaging, 2026

2025

Generalist versus Specialist Vision Foundation Models for Ocular Disease and Oculomics.

Yukun Zhou, Paul Nderitu, Jocelyn Hui Lin Goh, Justin Engelmann, Siegfried K. Wagner, Emma Anran Ran, Hongyang Jiang, Lie Ju, Ke Zou, Sahana Srinivasan, Hyunmin Kim, Takahiro Ninomiya, Zheyuan Wang, Gabriel Dawei Yang, Eden Ruffell, Dominic Williamson, Rui Santos, Gábor Márk Somfai, Carol Y. Cheung, Tien Yin Wong, Daniel C. Alexander, Yih Chung Tham, Pearse A. Keane

CoRR, September, 2025

Is an Ultra Large Natural Image-Based Foundation Model Superior to a Retina-Specific Model for Detecting Ocular and Systemic Diseases?

Qingshan Hou, Yukun Zhou, Jocelyn Hui Lin Goh, Ke Zou, Samantha Min Er Yew, Sahana Srinivasan, Meng Wang, Thaddaeus Wai Soon Lo, Xiaofeng Lei, Siegfried K. Wagner, Mark A. Chia, Dawei Yang, Hongyang Jiang, Emma Anran Ran, Rui Santos, Gábor Márk Somfai, Juan Helen Zhou, Haoyu Chen, Qingyu Chen, Carol Yim-lui Cheung, Pearse A. Keane, Yih Chung Tham

CoRR, February, 2025

Understanding the robustness of vision-language models to medical image artefacts.

Zijie Cheng, Ariel Yuhan Ong, Siegfried K. Wagner, David Adrian Merle, Lie Ju, Hanyuan Zhang, Ruinian Chen, Linze Pang, Boxuan Li, Tiantian He, Emma Anran Ran, Hongyang Jiang, Gabriel Dawei Yang, Ke Zou, Jocelyn Hui Lin Goh, Sahana Srinivasan, André Altmann, Daniel C. Alexander, Carol Y. Cheung, Yih Chung Tham, Pearse A. Keane, Yukun Zhou

npj Digit. Medicine, 2025

2024

CF-Loss: Clinically-relevant feature optimised loss function for retinal multi-class vessel segmentation and vascular feature measurement.

Yukun Zhou, Moucheng Xu, Yipeng Hu, Stefano B. Blumberg, An Zhao, Siegfried K. Wagner, Pearse A. Keane, Daniel C. Alexander

Medical Image Anal., 2024

2022

VAFO-Loss: VAscular Feature Optimised Loss Function for Retinal Artery/Vein Segmentation.

Yukun Zhou, Moucheng Xu, Yipeng Hu, Stefano B. Blumberg, An Zhao, Siegfried K. Wagner, Pearse A. Keane, Daniel C. Alexander

CoRR, 2022

2021

Code-free deep learning for multi-modality medical image classification.

Edward Korot, Zeyu Guan, Daniel Ferraz, Siegfried K. Wagner, Gongyu Zhang, Xiaoxuan Liu, Livia Faes, Nikolas Pontikos, Samuel G. Finlayson, Hagar Khalid, Gabriella Moraes, Konstantinos Balaskas, Alastair K. Denniston, Pearse A. Keane

Nat. Mach. Intell., 2021