mlsanityData to 14 Oct 2026

A European Multi-Center Breast Cancer MRI Dataset

arXiv 2506.00474 ↗First posted 31 May 2025eess.IV cs.CVcited by 7

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Abstract (arXiv)

Early detection of breast cancer is critical for improving patient outcomes. While mammography remains the primary screening modality, magnetic resonance imaging (MRI) is increasingly recommended as a supplemental tool for women with dense breast tissue and those at elevated risk. However, the acquisition and interpretation of multiparametric breast MRI are time-consuming and require specialized expertise, limiting scalability in clinical practice. Artificial intelligence (AI) methods have shown promise in supporting breast MRI interpretation, but their development is hindered by the limited availability of large, diverse, and publicly accessible datasets. To address this gap, we present a publicly available, multi-centre breast MRI dataset collected across six clinical institutions in five European countries. The dataset comprises 741 examinations from women undergoing screening or diagnostic breast MRI and includes malignant, benign, and non-lesion cases. Data were acquired using heterogeneous scanners, field strengths, and acquisition protocols, reflecting real-world clinical variability. In addition, we report baseline benchmark experiments using a transformer-based model to illustrate potential use cases of the dataset and to provide reference performance for future methodological comparisons.

Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). Builds on 4 of its 13 references that are in the map. First posted on arXiv 31 May 2025.

Builds on

4 of 13 references.

References · 4

  1. 2023DINOv2: Learning Robust Visual Features without Supervisioncited by 7,974
  2. 2024A large-scale multicenter breast cancer DCE-MRI benchmark dataset with expert segmentationscited by 40
  3. 2024Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2cited by 13
  4. 2024fastMRI Breast: A publicly available radial k-space dataset of breast dynamic contrast-enhanced MRIcited by 7

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 6.

7 papers.