chjudy/open-pmc-18m
收藏Hugging Face2026-05-06 更新2026-05-31 收录
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https://hf-mirror.com/datasets/chjudy/open-pmc-18m
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资源简介:
该数据集包含从PubMed Central上可获取的医学论文中提取的图像-文本对,旨在支持医学图像理解的研究,特别是与医学影像相关的自然语言处理(NLP)和计算机视觉任务。数据集包括:从研究文章中提取的图像;每张图像的关联标题和子标题;所有对都是经过过滤的医学图像-文本对;所有图像都是分解后的复合图,并带有各自的子标题;以及总结的文本引用,以更好地支持模型训练。此外,数据集适用于医学图像字幕生成、多模态学习、图像-文本检索和医学语言理解等任务。数据主要基于英文文本。
This dataset consists of image-text pairs extracted from medical papers available on PubMed Central. It has been curated to support research in medical image understanding, particularly in natural language processing (NLP) and computer vision tasks related to medical imagery. The dataset includes: extracted images from research articles; associated captions and sub-captions with each image; all pairs are filtered medical image-text pairs; all images are decomposed compound figures with their respective sub-captions; and summarized in-text references to corresponding images for better model training. Additionally, the dataset is designed for research in medical image captioning, multimodal learning, image-text retrieval, and medical language understanding. The text is primarily in English.
提供机构:
chjudy


