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BreastDCEDL: A Deep Learning–Ready Breast DCE-MRI Dataset

Authors: Fridman, Naomi; Solway, Bubby; Fridman, Tomer; Barnea, Itamar;

BreastDCEDL: A Deep Learning–Ready Breast DCE-MRI Dataset

Abstract

BreastDCEDL: A Dynamic Contrast-Enhanced Breast MRI Dataset BreastDCEDL is a curated, deep learning–ready dataset of 3D DCE-MRI scans from 2,070 breast cancer patients across three major clinical trials (I-SPY1, I-SPY2, Duke) available through The Cancer Imaging Archive (TCIA). The dataset includes pre-treatment MRI volumes, 3D tumor segmentations, and harmonized clinical and demographic metadata, including pathologic complete response (pCR), hormone receptor (HR), and HER2 status. This resource supports advanced AI research in breast cancer, enabling training and evaluation of transformer-based and other deep learning models. 2070 patients from TCIA clinical trials3D MRI scans · Tumor segmentations · Clinical metadataLabels: pCR, HR, HER2, age, race Keywords: breast cancer, DCE-MRI, tumor segmentation, deep learning, clinical metadata, ViT, pCR prediction, pCR,HR,HER2,YCIA,ISPY1,DUKE,ISPY2,

Keywords

deep learning, transformers, breast cancer mri, dce mri, breast cancer, pcr, pCR, classification, duke, tcia, cancer, vit, mri, ispy1

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Related to Research communities
Cancer Research