数据集导航 · 眼病

眼病数据集（第 14 页）

思陌医疗数据服务整理的眼病公开数据集，共 750 个，覆盖该领域多模态数据，助力医疗AI研发选型。

共 412 个数据集 · 第 14 / 14 页
数据集名称 系统分类 病种 数据模态 任务类型 描述 来源 原始地址 操作
DRIVE Digital Retinal Images for Vessel Extraction眼病血管分割40 retinal images with segmentations for vessel extractionGitHubhttps://drive.grand-challenge.org/访问
SurgMLLMBench眼病视频手术场景理解10652 frames with annotations from 5 surgical datasets, surgical scene understanding 2025Project Pagehttps://arxiv.org/pdf/2511.21339访问
CARES眼病多模态可信度评估41K QA pairs, trustworthiness benchmark for medical vision language models, open/closed QA NeurIPS 2024GitHubhttps://github.com/richard-peng-xia/CARES访问
MultiMedEval眼病多模态多任务评估6 tasks, 23 datasets, benchmark and toolkit for evaluating medical vision-language models 2024GitHubhttps://github.com/corentin-ryr/MultiMedEval访问
SurgVLM-DB眼病视频手术问答1.81M frames, 7.79M dialogues, large-scale multimodal surgical database 2025GitHubhttps://github.com/jinlab-imvr/SurgVLM访问
DrVD-Bench眼病多模态诊断推理7789 image-text QA pairs, vision-language models reasoning like human doctors in medical image diagnosis 2025GitHubhttps://github.com/Jerry-Boss/DrVD-Bench访问
PubMedVision眼病多模态视觉问答1.3M VQA samples from 915K PubMed medical images, medical visual knowledge injection 2024Hugging Facehttps://arxiv.org/abs/2406.19280访问
PMC-VQA眼病多模态视觉问答226946 QA pairs, visual instruction tuning for medical VQA 2024Hugging Facehttps://huggingface.co/datasets/RadGenome/PMC-VQA访问
VQARad眼病多模态视觉问答315 images, 3515 QA, radiology visual question answering 2023OSFhttps://osf.io/89kps/访问
BIOMEDICA Index眼病多模态生物医学检索Large-scale vision-language dataset from open scientific literature, hybrid vector-text database for biomedical generaliarXivhttps://arxiv.org/html/2503.22727v1访问
gCIS General CT Image Segmentation眼病CT通用分割36,419 CT scans, 83 structures + lesions, general segmentation model with text prompts, Oct 2024Naturehttps://www.nature.com/articles/s44172-024-00287-0访问
STARE Structured Analysis of the Retina眼病视网膜分析400+ retinal fundus images, structured analysis of the retinaSTAREhttp://cecas.clemson.edu/~ahoover/stare/访问
Messidor Diabetic Retinopathy眼病糖网筛查1,200 eye fundus images, diabetic retinopathy screeningMessidorhttp://www.adcis.net/en/third-party/messidor/访问
EyePACS Diabetic Retinopathy眼病糖网检测88,000+ retinal images, diabetic retinopathy detection challengeKagglehttps://www.kaggle.com/c/diabetic-retinopathy-detection访问
APTOS 2019 Diabetic Retinopathy眼病糖网分级13,000 fundus images, Asia Pacific diabetic retinopathy blindness detectionKagglehttps://www.kaggle.com/c/aptos2019-blindness-detection访问
ODIR Ocular Disease Intelligent Recognition眼病眼病分类5,000 patients, ocular disease intelligent recognition, multi-label fundusODIRhttps://odir2019.grand-challenge.org/访问
IDRiD Indian Diabetic Retinopathy眼病糖网病灶分割516 fundus images with lesion annotations, Indian diabetic retinopathy datasetIDRiDhttps://idrid.grand-challenge.org/访问
HYAMD High-Resolution Fundus AMD眼病黄斑变性诊断High-Resolution Fundus Image Dataset for age-related macular degeneration (AMD) DiagnosisPhysioNethttps://physionet.org/content/?topic=model&page=11访问
e_ophtha眼病糖网检测Database of retinal images used for detection of diabetic retinopathye_ophthahttps://www.adcis.net/en/third-party/e-ophtha/访问
A-Fundus Pediatric Fundus眼病儿童眼底Pediatric fundus images datasetA-Fundushttps://data.mendeley.com/datasets/nk9r-fdrbp/1访问
SurgVU Robotic Surgery Video眼病手术场景理解Robotic surgery video dataset, 280 videos, 1280x720p, segmentation, detection, classification, CC BY 4.0 2025arXivhttps://arxiv.org/html/2507.00209v3访问
HeiSURF Cholecystectomy Video眼病手术动作识别Cholecystectomy video dataset, 33 videos, 720-1080p, classification, detection, CC BY 4.0 2023arXivhttps://arxiv.org/html/2507.00209v3访问