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FOMO-MRI/FOMO60K

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Hugging Face2025-07-14 更新2026-01-03 收录
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https://hf-mirror.com/datasets/FOMO-MRI/FOMO60K
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资源简介:
--- license: other license_name: fomodataset license_link: https://fomo25.github.io/dua tags: - brain - mri - ssl - foundation_model - 3d - image pretty_name: fomo-60k size_categories: - 10K<n<100K task_categories: - image-feature-extraction - zero-shot-classification --- # FOMO-60K: Brain MRI Dataset for Large-Scale Self-Supervised Learning with Clinical Data ![image/png](https://cdn-uploads.huggingface.co/production/uploads/67eb833b5efb3c1d5e15a7ff/E2yLGx55VfethajaEzp1i.png) _Dataset paper preprint:_ **A large-scale heterogeneous 3D magnetic resonance brain imaging dataset for self-supervised learning**.<br/> [https://arxiv.org/pdf/2506.14432](https://arxiv.org/pdf/2506.14432). This repo contains FOMO-60K, a large-scale dataset which includes MRIs from the clinic, containing 60K+ brain MRI scans. This dataset is released in conjunction with the **FOMO25: Foundation Model Challenge for Brain MRI** hosted at **MICCAI 2025**. See [fomo25.github.io](https://fomo25.github.io) for more information about the challenge. Please be aware that usage of the dataset is subject to a [Data Usage Agreement](https://fomo25.github.io/dua) and a [Citation Policy](https://fomo25.github.io/citation-policy). ## Description FOMO-60K is a large-scale dataset of brain MRI scans, including both clinical and research-grade scans. The dataset includes a wide range of sequences, including _T1, MPRAGE, T2, T2*, FLAIR, SWI, T1c, PD, DWI, ADC, and more_. The dataset consists of - 11,187 subjects - 13,900 sessions - 60,529 scans. _For further details about the dataset, including the preprocessing, please consult the [dataset paper preprint](https://arxiv.org/pdf/2506.14432)_. ## Format All data is provided as NIfTI-files. The dataset format is provided as one large standardized, preprocessed (including skull stripped, RAS reoriented, co-registered) dataset with the following format: ``` -- fomo-60k |-- sub_01 |-- ses_01 |-- t1.nii.gz ``` Sessions with multiple scans of the same sequence are named `sequence_x.nii.gz`. Sessions where the sequence information was not available are named `scan_x.nii.gz`. The dataset has been collected from the following public sources: OASIS, BraTS, MSD, IXI, MGH Wild, NKI, SOOP, NIMH, DLBS, IDEAS, ARC, MBSR, UCLA, QTAB, AOMIC ID1000.

许可证:其他 许可证名称:fomodataset 许可证链接:https://fomo25.github.io/dua 标签: - 脑部 - 磁共振成像(MRI) - 自监督学习(SSL) - 基础模型(foundation model) - 三维(3D) - 图像 友好名称:FOMO-60K 样本量区间:10K<n<100K 任务类别:图像特征提取、零样本分类(zero-shot-classification) --- # FOMO-60K:面向大规模自监督学习的脑部磁共振成像数据集(附临床数据) ![image/png](https://cdn-uploads.huggingface.co/production/uploads/67eb833b5efb3c1d5e15a7ff/E2yLGx55VfethajaEzp1i.png) **数据集预印本论文**:《面向自监督学习的大规模异构三维脑部磁共振成像数据集》<br/> [https://arxiv.org/pdf/2506.14432](https://arxiv.org/pdf/2506.14432) 本仓库收录FOMO-60K——一款涵盖临床来源磁共振影像的大规模数据集,共计6万余张脑部MRI扫描影像。本数据集与在MICCAI 2025举办的**FOMO25:脑部磁共振成像基础模型挑战赛**同步发布。有关挑战赛的更多详情,请访问[fomo25.github.io](https://fomo25.github.io)。请注意,使用本数据集需遵守[数据使用协议](https://fomo25.github.io/dua)与[引用规范](https://fomo25.github.io/citation-policy)。 ## 数据集描述 FOMO-60K是一款大规模脑部MRI扫描影像数据集,涵盖临床级与科研级两类扫描样本。该数据集包含多种成像序列,包括T1、MPRAGE、T2、T2*、FLAIR、SWI、T1c、PD、DWI、ADC等更多序列。 本数据集包含: - 11187名受试者 - 13900次扫描会话 - 60529张扫描影像 如需了解数据集的更多细节(包括预处理流程),请查阅[数据集预印本论文](https://arxiv.org/pdf/2506.14432)。 ## 数据格式 所有数据均以NIfTI文件格式提供。本数据集为统一标准化的预处理后数据集(包含颅骨剥离、RAS重定向、共配准对齐步骤),整体目录结构如下: -- fomo-60k |-- sub_01 |-- ses_01 |-- t1.nii.gz 若同一会话内存在同一序列的多张扫描影像,则将其命名为`sequence_x.nii.gz`;若无法获取序列信息,则将其命名为`scan_x.nii.gz`。 本数据集采集自以下公开数据源:OASIS、BraTS、MSD、IXI、MGH Wild、NKI、SOOP、NIMH、DLBS、IDEAS、ARC、MBSR、UCLA、QTAB、AOMIC ID1000。
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