Bracs: A dataset for breast carcinoma subtyping in h&e histology images

N Brancati, AM Anniciello, P Pati, D Riccio… - Database, 2022 - academic.oup.com
… the BReAst Carcinoma Subtyping (BRACS) dataset, a large cohort of annotated Hematoxylin
and Eosin (H&E)-stained images to … in the automatic characterization of breast lesions. …

[PDF][PDF] BRACS: A Dataset for BReAst Carcinoma Subtyping in H&E Histology Images

GJ Scognamiglio, G De Pietro, M Di Bonito… - arXiv preprint arXiv …, 2021 - academia.edu
… introduce the BReAst Carcinoma Subtyping (BRACS) dataset, a large cohort of annotated
Hematoxylin & Eosin (H&E)-stained images to advance the characterization of breast lesions. …

Deep Learning-Based Breast Cancer Subtype Classification from Whole-Slide Images: Leveraging the BRACS Dataset

N Hernández, F Carrillo-Perez, F M. Ortuño… - … Work-Conference on …, 2024 - Springer
… (H&E) stained slides extracted from the BReast Carcinoma Subtyping Data Set (BRACS). …
(CNNs) could classify histological images of breast cancer with high accuracy, comparable …

Improved Breast Cancer Diagnosis through Transfer Learning on Hematoxylin and Eosin Stained Histology Images

F Ahmed, R Abdel-Salam, L Hamnett… - arXiv preprint arXiv …, 2023 - arxiv.org
… recent BRACS dataset of histological (H&E) stained images … identifying seven (7) breast
cancer tumor subtypes, and we believe … over previous breast cancer histology datasets as well. …

[HTML][HTML] Publicly available datasets of breast histopathology H&E whole-slide images: A scoping review

M Tafavvoghi, LA Bongo, N Shvetsov… - Journal of Pathology …, 2024 - Elsevier
… ’s age, tumor size, histology and molecular subtypes, number … BRACS dataset 26 : BReAst
Carcinoma Subtyping dataset is … labels for breast cancer subtypes, 33.5% of the images have …

[HTML][HTML] Deep learning-based classification of breast cancer molecular subtypes from H&E whole-slide images

M Tafavvoghi, A Sildnes, M Rakaee, N Shvetsov… - Journal of Pathology …, 2025 - Elsevier
… (WSIs) for molecular subtyping, but these efforts vary in their methods, datasets, and … whether
H&E-stained WSIs could be solely leveraged to predict breast cancer molecular subtypes (…

Classification of Breast Cancer Subtypes Using Deep Learning Methods

E Izmirlioglu, AE Atas, G Bilgin - 2024 32nd Signal Processing …, 2024 - ieeexplore.ieee.org
BRACS dataset containing RoI images colored with hematoksilen and eozin was used. In
the data preprocessing stage, pixels that do not contain cancer … ve Eozin (H&E) ile boyanmıs …

Beyond Labels: A Self-Supervised Framework with Masked Autoencoders and Random Cropping for Breast Cancer Subtype Classification

A Chiocchetti, M Dossena, C Irwin… - arXiv preprint arXiv …, 2024 - arxiv.org
breast cancer sub-type classification using histopathological … We evaluate our model’s
performance on the BRACS dataset … hematoxylin and eosin (H&E) tissue images. Following the …

Optimizing Vision Transformers for Histopathology: Pretraining and Normalization in Breast Cancer Classification

GL Baroni, L Rasotto, K Roitero, A Tulisso… - … of Imaging, 2024 - mdpi.com
… on different datasets of breast cancer histology images, … ) but also for an eight-subtype
classification (four benign and four … eosin (H&E)stained breast histology microscopy images split …

FECT: Classification of Breast Cancer Pathological Images Based on Fusion Features

J Hao, Y Liu, S Zeng, Y He - arXiv preprint arXiv:2501.10128, 2025 - arxiv.org
… Extensive testing on the BRACS dataset demonstrates that … classify breast cancer subtypes
from digital pathology images. … et al., Bracs: A dataset for breast carcinoma subtyping in h&e