most citedEyeDiff: text-to-image diffusion model improves rare eye disease diagnosis

4 citations · 9 across the 7 of their papers we have counts for

collaborators

8 papers

cs.HC2025

EyeAgent: An Agentic AI System for Multimodal Clinical Decision Support in Ophthalmology

Danli Shi, Xiaolan Chen, Bingjie Yan +24

Artificial intelligence has shown promise in medical imaging, yet most existing systems lack flexibility, interpretability, and adaptability - challenges especially pronounced in o…

cs.CV2025

Benchmarking Large Multimodal Models for Ophthalmic Visual Question Answering with OphthalWeChat

Pusheng Xu, Xia Gong, Xiaolan Chen +7

Purpose: To develop a bilingual multimodal visual question answering (VQA) benchmark for evaluating VLMs in ophthalmology. Methods: Ophthalmic image posts and associated captions p…

eess.IV2025

Predicting Diabetic Macular Edema Treatment Responses Using OCT: Dataset and Methods of APTOS Competition

Weiyi Zhang, Peranut Chotcomwongse, Yinwen Li +15

Diabetic macular edema (DME) significantly contributes to visual impairment in diabetic patients. Treatment responses to intravitreal therapies vary, highlighting the need for pati…

cs.CL2025

DeepSeek-R1 Outperforms Gemini 2.0 Pro, OpenAI o1, and o3-mini in Bilingual Complex Ophthalmology Reasoning

Pusheng Xu, Yue Wu, Kai Jin +3

Purpose: To evaluate the accuracy and reasoning ability of DeepSeek-R1 and three other recently released large language models (LLMs) in bilingual complex ophthalmology cases. Meth…

eess.IV2024★ 4 cited

EyeDiff: text-to-image diffusion model improves rare eye disease diagnosis

Ruoyu Chen, Weiyi Zhang, Bowen Liu +5

The rising prevalence of vision-threatening retinal diseases poses a significant burden on the global healthcare systems. Deep learning (DL) offers a promising solution for automat…

eess.IV2024★ 1 cited

Visual Question Answering in Ophthalmology: A Progressive and Practical Perspective

Xiaolan Chen, Ruoyu Chen, Pusheng Xu +4

Accurate diagnosis of ophthalmic diseases relies heavily on the interpretation of multimodal ophthalmic images, a process often time-consuming and expertise-dependent. Visual Quest…

cs.CV2024

Fundus to Fluorescein Angiography Video Generation as a Retinal Generative Foundation Model

Weiyi Zhang, Jiancheng Yang, Ruoyu Chen +7

Fundus fluorescein angiography (FFA) is crucial for diagnosing and monitoring retinal vascular issues but is limited by its invasive nature and restricted accessibility compared to…

cs.CL2024★ 4 cited

EyeGPT: Ophthalmic Assistant with Large Language Models

Xiaolan Chen, Ziwei Zhao, Weiyi Zhang +7

Artificial intelligence (AI) has gained significant attention in healthcare consultation due to its potential to improve clinical workflow and enhance medical communication. Howeve…