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most citedMedical Visual Question Answering: A Survey

173 citations · 210 across the 18 of their papers we have counts for

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10 papers · 1 filter

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.CV2024★ 9 cited

EyeCLIP: A visual-language foundation model for multi-modal ophthalmic image analysis

Danli Shi, Weiyi Zhang, Jiancheng Yang +8

Early detection of eye diseases like glaucoma, macular degeneration, and diabetic retinopathy is crucial for preventing vision loss. While artificial intelligence (AI) foundation m…

eess.IV2024

Fundus2Video: Cross-Modal Angiography Video Generation from Static Fundus Photography with Clinical Knowledge Guidance

Weiyi Zhang, Siyu Huang, Jiancheng Yang +5

Fundus Fluorescein Angiography (FFA) is a critical tool for assessing retinal vascular dynamics and aiding in the diagnosis of eye diseases. However, its invasive nature and less a…

eess.IV2024

UWF-RI2FA: Generating Multi-frame Ultrawide-field Fluorescein Angiography from Ultrawide-field Retinal Imaging Improves Diabetic Retinopathy Stratification

Ruoyu Chen, Kezheng Xu, Kangyan Zheng +4

Ultrawide-field fluorescein angiography (UWF-FA) facilitates diabetic retinopathy (DR) detection by providing a clear visualization of peripheral retinal lesions. However, the intr…

eess.IV2024

Choroidal Vessel Segmentation on Indocyanine Green Angiography Images via Human-in-the-Loop Labeling

Ruoyu Chen, Ziwei Zhao, Mayinuer Yusufu +3

Human-in-the-loop (HITL) strategy has been recently introduced into the field of medical image processing. Indocyanine green angiography (ICGA) stands as a well-established examina…

cs.CV2024★ 9 cited

EyeFound: A Multimodal Generalist Foundation Model for Ophthalmic Imaging

Danli Shi, Weiyi Zhang, Xiaolan Chen +6

Artificial intelligence (AI) is vital in ophthalmology, tackling tasks like diagnosis, classification, and visual question answering (VQA). However, existing AI models in this doma…

cs.CL2024★ 4 cited

Evaluating large language models in medical applications: a survey

Xiaolan Chen, Jiayang Xiang, Shanfu Lu +3

Large language models (LLMs) have emerged as powerful tools with transformative potential across numerous domains, including healthcare and medicine. In the medical domain, LLMs ho…

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…