数据资源abdominal CT and MRI with multi-organ annotationsabdominal multi-organ segmentation benchmarkAMOS 2022 challenge benchmark; see official Grand Challenge page申请访问 AMOS 腹部多器官分割基准
AMOS is an abdominal multi-organ segmentation benchmark with CT and MRI cases for evaluating versatile medical image segmentation models. It supports abdominal organ segmentation, modality-general segmentation, and benchmarking of robust 3D segmentation methods.
数据资源2D and 3D biomedical imagesstandardized biomedical image benchmark12 2D datasets and 6 3D datasets in MedMNIST v2开放访问 MedMNIST v2 生物医学图像基准
MedMNIST v2 is a standardized collection of lightweight biomedical image classification datasets, including 2D and 3D tasks. It is useful for quick benchmarking, AutoML, foundation model sanity checks, and reproducible evaluation across multiple medical imaging domains.
数据资源medical images with bilingual visual questions and answersmedical visual question answering datasetBilingual medical VQA dataset; see official project page开放访问 SLAKE:语义标注、知识增强医学 VQA 数据集
SLAKE is a semantically labeled medical visual question answering dataset with bilingual English-Chinese questions, medical images, and knowledge-enhanced annotations. It is useful for medical multimodal learning, image-grounded QA, and radiology VQA evaluation.
数据资源CT/MRI分割基准10 segmentation tasks开放访问 Medical Segmentation Decathlon 医学分割十项全能
Legacy multi-task biomedical image segmentation benchmark retained as a reference; newer segmentation benchmarks are listed above it.
数据资源Biomedical imagesTool/modelFoundation model and code开放访问 BiomedParse 生物医学图像解析基础模型
Foundation model and toolkit for all-in-one biomedical image parsing across recognition, detection, and segmentation tasks.
数据资源Text and medical imagesModelMedGemma / MedSigLIP model family开放访问 MedGemma / MedSigLIP 医学 AI 模型
Google Health AI Developer Foundations open model resources for medical text and medical image understanding, including MedGemma 1.5 resources.
数据资源医学影像分割基准IMed-361M / IMIS-Bench开放访问 IMed-361M / IMIS-Bench 交互式医学图像分割基准
Interactive medical image segmentation benchmark and baseline from CVPR 2025, covering multiple modalities, organs, and target structures.