ResViT-GANNet: a deep learning framework for classifying breast cancer histopathology images using multimodal attention and GAN-based augmentation

Abstract Background Breast cancer remains the most commonly diagnosed malignancy among women worldwide. Histopathological image analysis is the clinical gold standard for diagnosis; however, the high resolution and complexity of these images, together with limited annotated data, pose significant ch...

Full description

Bibliographic Details

Published in:	BMC Medical Imaging
Main Authors:	Yuee Zhou, Fengqing Jin, Guodong Suo, Jianlan Yang
Format:	Article
Language:	English
Published:	BMC 2025-09-01
Subjects:	Breast cancer classification Histopathological image ResNet Vision transformer Generative adversarial network Multimodal attention mechanism
Online Access:	https://doi.org/10.1186/s12880-025-01940-6