Pearse A. Keane

33 papers A* 1Journal 26Unranked 6

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Deliberative multi-agent large language models improve clinical reasoning in ophthalmology. CoRR Ehsan Misaghi, Sean T. Berkowitz, Bing Yu Chen, Qingyu Chen, Renaud Duval, Pearse A. Keane, Danny A Mammo, Ariel Yuhan Ong, Mertcan Sevgi, Sumit Sharma, Sunil K. Srivastava, Yih Chung Tham, Fares Antaki
2026	J	`jnl`	Matters Arising: Near-identical images, not foundation models, explain purported re-identification of patients from medical imaging. npj Digit. Medicine Justin Engelmann, Siegfried K. Wagner, Yukun Zhou, Pearse A. Keane
2026	J	`jnl`	oculomix: Hierarchical Sampling for Retinal-Based Systemic Disease Prediction. CoRR Hyunmin Kim, Yukun Zhou, Rahul A. Jonas, Lie Ju, Sunjin Hwang, Pearse A. Keane, Siegfried K. Wagner
2025	J	`jnl`	A scoping review of artificial intelligence as a medical device for ophthalmic image analysis in Europe, Australia and America. npj Digit. Medicine Ariel Yuhan Ong, Priyal Taribagil, Mertcan Sevgi, Aditya U. Kale, Eliot R. Dow, Trystan Macdonald, Ashley Kras, Gregory Maniatopoulos, Xiaoxuan Liu, Pearse A. Keane, Alastair K. Denniston, Henry David Jeffry Hogg
2025	J	`jnl`	Are Traditional Deep Learning Model Approaches as Effective as a Retinal-Specific Foundation Model for Ocular and Systemic Disease Detection? CoRR Samantha Min Er Yew, Xiaofeng Lei, Jocelyn Hui Lin Goh, Yibing Chen, Sahana Srinivasan, Miao-li Chee, Krithi Pushpanathan, Ke Zou, Qingshan Hou, Zhi Da Soh, Cancan Xue, Marco Chak Yan Yu, Charumathi Sabanayagam, E. Shyong Tai, Xueling Sim, Yaxing Wang, Jost B. Jonas, Vinay Nangia, Gabriel Dawei Yang, Emma Anran Ran, Carol Yim-lui Cheung, Yangqin Feng, Jun Zhou, Rick Siow Mong Goh, Yukun Zhou, Pearse A. Keane, Yong Liu, Ching-Yu Cheng, Yih-Chung Tham
2025	J	`jnl`	Complementary Human-AI Clinical Reasoning in Ophthalmology. CoRR Mertcan Sevgi, Fares Antaki, Abdullah Zafar Khan, Ariel Yuhan Ong, David Adrian Merle, Kuang Hu, Shafi Balal, Sophie-Christin Kornelia Ernst, Josef Huemer, Gabriel T. Kaufmann, Hagar Khalid, Faye Levina, Celeste Limoli, Ana Paula Ribeiro Reis, Samir Touma, Anil Palepu, Khaled Saab, Ryutaro Tanno, Valentin Liévin, Tao Tu, Yong Cheng, Mike Schaekermann, S. Sara Mahdavi, Elahe Vedadi, David Stutz, Vivek Natarajan, Alan Karthikesalingam, Pearse A. Keane, Wei-Hung Weng
2025	—	`conf`	Delving Into Out-of-Distribution Detection with Medical Vision-Language Models. MICCAI (5) Lie Ju, Sijin Zhou, Yukun Zhou, Huimin Lu, Zhuoting Zhu, Pearse A. Keane, Zongyuan Ge
2025	J	`jnl`	Delving into Out-of-Distribution Detection with Medical Vision-Language Models. CoRR Lie Ju, Sijin Zhou, Yukun Zhou, Huimin Lu, Zhuoting Zhu, Pearse A. Keane, Zongyuan Ge
2025	—	`conf`	Efficient Foundation Model Pre-training on Mixed Retina Images from Similar Modalities. EMA4MICCAI Boxuan Li, Yukun Zhou, André Altmann, Pearse A. Keane
2025	J	`jnl`	Enhancing Contrastive Learning for Retinal Imaging via Adjusted Augmentation Scales. CoRR Zijie Cheng, Boxuan Li, André Altmann, Pearse A. Keane, Yukun Zhou
2025	J	`jnl`	FusionFM: Fusing Eye-specific Foundational Models for Optimized Ophthalmic Diagnosis. CoRR Ke Zou, Jocelyn Hui Lin Goh, Yukun Zhou, Tian Lin, Samantha Min Er Yew, Sahana Srinivasan, Meng Wang, Rui Santos, Gábor Márk Somfai, Huazhu Fu, Haoyu Chen, Pearse A. Keane, Ching-Yu Cheng, Yih Chung Tham
2025	J	`jnl`	Generalist versus Specialist Vision Foundation Models for Ocular Disease and Oculomics. CoRR 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
2025	J	`jnl`	Is an Ultra Large Natural Image-Based Foundation Model Superior to a Retina-Specific Model for Detecting Ocular and Systemic Diseases? CoRR 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
2025	J	`jnl`	Native Intelligence Emerges from Large-Scale Clinical Practice: A Retinal Foundation Model with Deployment Efficiency. CoRR Jia Guo, Jiawei Du, Shengzhu Yang, Shuai Lu, Wenquan Cheng, Kaiwen Zhang, Yihua Sun, Chuhong Yang, Weihang Zhang, Fang Chen, Yilan Wu, Lie Ju, Guochen Ning, Longfei Ma, Huiping Yao, Jinyuan Wang, Peilun Shi, Yukun Zhou, Jie Xu, Pearse A. Keane, Hanruo Liu, Hongen Liao, Ningli Wang, Huiqi Li
2025	J	`jnl`	Performance of GPT-5 Frontier Models in Ophthalmology Question Answering. CoRR Fares Antaki, David Mikhail, Daniel Milad, Danny A Mammo, Sumit Sharma, Sunil K. Srivastava, Bing Yu Chen, Samir Touma, Mertcan Sevgi, Jonathan El-Khoury, Pearse A. Keane, Qingyu Chen, Yih Chung Tham, Renaud Duval
2025	J	`jnl`	Understanding the robustness of vision-language models to medical image artefacts. npj Digit. Medicine 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
2024	J	`jnl`	Block Expanded DINORET: Adapting Natural Domain Foundation Models for Retinal Imaging Without Catastrophic Forgetting. CoRR Jay Zoellin, Colin Merk, Mischa Buob, Amr Saad, Samuel Giesser, Tahm Spitznagel, Ferhat Turgut, Rui Santos, Yukun Zhou, Sigfried Wagner, Pearse A. Keane, Yih Chung Tham, Delia Cabrera DeBuc, Matthias D. Becker, Gábor Márk Somfai
2024	J	`jnl`	CF-Loss: Clinically-relevant feature optimised loss function for retinal multi-class vessel segmentation and vascular feature measurement. Medical Image Anal. Yukun Zhou, Moucheng Xu, Yipeng Hu, Stefano B. Blumberg, An Zhao, Siegfried K. Wagner, Pearse A. Keane, Daniel C. Alexander
2024	J	`jnl`	Common and Rare Fundus Diseases Identification Using Vision-Language Foundation Model with Knowledge of Over 400 Diseases. CoRR Meng Wang, Tian Lin, Aidi Lin, Kai Yu, Yuanyuan Peng, Lianyu Wang, Cheng Chen, Ke Zou, Huiyu Liang, Man Chen, Xue Yao, Meiqin Zhang, Binwei Huang, Chaoxin Zheng, Peixin Zhang, Wei Chen, Yilong Luo, Yifan Chen, Honghe Xia, Tingkun Shi, Qi Zhang, Jinming Guo, Xiaolin Chen, Jingcheng Wang, Yih Chung Tham, Dianbo Liu, Wendy Wong, Sahil Thakur, Beau Fenner, Danqi Fang, Siying Liu, Qingyun Liu, Yuqiang Huang, Hongqiang Zeng, Yanda Meng, Yukun Zhou, Zehua Jiang, Minghui Qiu, Changqing Zhang, Xinjian Chen, Sophia Y. Wang, Cecilia S. Lee, Lucia Sobrin, Carol Y. Cheung, Chi Pui Pang, Pearse A. Keane, Ching-Yu Cheng, Haoyu Chen, Huazhu Fu
2022	J	`jnl`	VAFO-Loss: VAscular Feature Optimised Loss Function for Retinal Artery/Vein Segmentation. CoRR Yukun Zhou, Moucheng Xu, Yipeng Hu, Stefano B. Blumberg, An Zhao, Siegfried K. Wagner, Pearse A. Keane, Daniel C. Alexander
2021	J	`jnl`	Code-free deep learning for multi-modality medical image classification. Nat. Mach. Intell. 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
2021	—	`conf`	Learning to Address Intra-segment Misclassification in Retinal Imaging. MICCAI (1) Yukun Zhou, Moucheng Xu, Yipeng Hu, Hongxiang Lin, Joseph Jacob, Pearse A. Keane, Daniel C. Alexander
2021	J	`jnl`	Learning to Address Intra-segment Misclassification in Retinal Imaging. CoRR Yukun Zhou, Moucheng Xu, Yipeng Hu, Hongxiang Lin, Joseph Jacob, Pearse A. Keane, Daniel C. Alexander
2020	J	`jnl`	"Yes, but will it work for my patients?" Driving clinically relevant research with benchmark datasets. npj Digit. Medicine Trishan Panch, Tom J. Pollard, Heather Mattie, Emily Lindemer, Pearse A. Keane, Leo Anthony Celi
2020	—	`conf`	A Linear Approach to Absolute Pose Estimation for Light Fields. 3DV Sotiris Nousias, Manolis I. A. Lourakis, Pearse A. Keane, Sébastien Ourselin, Christos Bergeles
2019	—	`conf`	A Hybrid Machine Learning Approach Using LBP Descriptor and PCA for Age-Related Macular Degeneration Classification in OCTA Images. MIUA Abdullah Alfahaid, Tim Morris, Tim Cootes, Pearse A. Keane, Hagar Khalid, Nikolas Pontikos, Panagiotis I. Sergouniotis, Konstantinos Balaskas
2019	—	`conf`	Gabor Fusion Master Slave Optical Coherence Tomography. ICTON Adrian Gh. Podoleanu, Ramona Cernat, Adrian Bradu, Manuel Marques, Niels Møller Israelsen, Ole Bang, Sylvain Rivet, Pearse A. Keane, David Garway-Heath, Ranjan Rajendram
2018	J	`jnl`	Forecasting Future Humphrey Visual Fields Using Deep Learning. CoRR Joanne C. Wen, Cecilia S. Lee, Pearse A. Keane, Sa Xiao, Yue Wu, Ariel Rokem, Philip P. Chen, Aaron Y. Lee
2018	J	`jnl`	Predicting optical coherence tomography-derived diabetic macular edema grades from fundus photographs using deep learning. CoRR Avinash V. Varadarajan, Pinal Bavishi, Paisan Raumviboonsuk, Peranut Chotcomwongse, Subhashini Venugopalan, Arunachalam Narayanaswamy, Jorge Cuadros, Kuniyoshi Kanai, George Bresnick, Mongkol Tadarati, Sukhum Silpa-Archa, Jirawut Limwattanayingyong, Variya Nganthavee, Joe Ledsam, Pearse A. Keane, Gregory S. Corrado, Lily Peng, Dale R. Webster
2018	J	`jnl`	With an eye to AI and autonomous diagnosis. npj Digit. Medicine Pearse A. Keane, Eric J. Topol
2017	A*	`conf`	Corner-Based Geometric Calibration of Multi-focus Plenoptic Cameras. ICCV Sotiris Nousias, François Chadebecq, Jonas Pichat, Pearse A. Keane, Sébastien Ourselin, Christos Bergeles
2017	J	`jnl`	Deep learning for predicting refractive error from retinal fundus images. CoRR Avinash V. Varadarajan, Ryan Poplin, Katy Blumer, Christof Angermüller, Joe Ledsam, Reena Chopra, Pearse A. Keane, Greg Corrado, Lily Peng, Dale R. Webster
2016	J	`jnl`	Automated analysis of retinal imaging using machine learning techniques for computer vision. F1000Research Jeffrey De Fauw, Pearse A. Keane, Nenad Tomasev, Daniel Visentin, George van den Driessche, Mike Johnson, Cían Hughes, Carlton Chu, Joseph R. Ledsam, Trevor Back, Tunde Peto, Geraint Rees, Hugh Montgomery, Rosalind Raine, Olaf Ronneberger, Julien Cornebise