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...
| 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: | |
| Online Access: | https://doi.org/10.1186/s12880-025-01940-6 |
Similar Items
Fault Diagnosis of Rolling Bearings in Agricultural Machines Using SVD-EDS-GST and ResViT
by: Fengyun Xie, et al.
Published: (2024-08-01)
by: Fengyun Xie, et al.
Published: (2024-08-01)
A Deep Learning Review of ResNet Architecture for Lung Disease Identification in CXR Image
by: Syifa Auliyah Hasanah, et al.
Published: (2023-12-01)
by: Syifa Auliyah Hasanah, et al.
Published: (2023-12-01)
DLBCNet: A Deep Learning Network for Classifying Blood Cells
by: Ziquan Zhu, et al.
Published: (2023-04-01)
by: Ziquan Zhu, et al.
Published: (2023-04-01)
An Ensemble of Transfer Learning Models for the Prediction of Skin Cancers with Conditional Generative Adversarial Networks
by: Amal Al-Rasheed, et al.
Published: (2022-12-01)
by: Amal Al-Rasheed, et al.
Published: (2022-12-01)
Detection of Lower Body for AGV Based on SSD Algorithm with ResNet
by: Xinbiao Gao, et al.
Published: (2022-03-01)
by: Xinbiao Gao, et al.
Published: (2022-03-01)
Robustness Fine-Tuning Deep Learning Model for Cancers Diagnosis Based on Histopathology Image Analysis
by: Sameh Abd El-Ghany, et al.
Published: (2023-02-01)
by: Sameh Abd El-Ghany, et al.
Published: (2023-02-01)
Improved ResNet algorithm based intelligent interference identification
by: Jian MA, et al.
Published: (2022-10-01)
by: Jian MA, et al.
Published: (2022-10-01)
Microseismic moment tensor inversion based on ResNet model
by: Jiaqi Yan, et al.
Published: (2025-06-01)
by: Jiaqi Yan, et al.
Published: (2025-06-01)
Improved ResNet algorithm based intelligent interference identification
by: Jian MA, et al.
Published: (2022-10-01)
by: Jian MA, et al.
Published: (2022-10-01)
A Gaze Estimation Method Based on Spatial and Channel Reconstructed ResNet Combined with Multi-Clue Fusion
by: Zhaoyu Shou, et al.
Published: (2025-03-01)
by: Zhaoyu Shou, et al.
Published: (2025-03-01)
A Dual-Branch Deep Learning Framework Combining Xception and ResNet for Accurate Lung and Colon Cancer Detection
by: Chandrasekar Venkatachalam, et al.
Published: (2025-01-01)
by: Chandrasekar Venkatachalam, et al.
Published: (2025-01-01)
Unveiling the Future of Oral Squamous Cell Carcinoma Diagnosis: An Innovative Hybrid AI Approach for Accurate Histopathological Image Analysis
by: Ihtisham Ul Haq, et al.
Published: (2023-01-01)
by: Ihtisham Ul Haq, et al.
Published: (2023-01-01)
Transfer learning with fine-tuned deep CNN ResNet50 model for classifying COVID-19 from chest X-ray images
by: Md. Belal Hossain, et al.
Published: (2022-01-01)
by: Md. Belal Hossain, et al.
Published: (2022-01-01)
Multi-Class Classification of Breast Cancer Subtypes Using ResNet Architectures on Histopathological Images
by: Akshat Desai, et al.
Published: (2025-08-01)
by: Akshat Desai, et al.
Published: (2025-08-01)
Enhanced detection of Mpox using federated learning with hybrid ResNet-ViT and adaptive attention mechanisms
by: V. Maheskumar, et al.
Published: (2025-07-01)
by: V. Maheskumar, et al.
Published: (2025-07-01)
Cross-Language Transfer-Learning Approach via a Pretrained Preact ResNet-18 Architecture for Improving Kanji Recognition Accuracy and Enhancing a Number of Recognizable Kanji
by: Vasyl Rusyn, et al.
Published: (2025-04-01)
by: Vasyl Rusyn, et al.
Published: (2025-04-01)
Disaster Recognition and Classification Based on Improved ResNet-50 Neural Network
by: Lei Wen, et al.
Published: (2025-05-01)
by: Lei Wen, et al.
Published: (2025-05-01)
A ResNet‐based approach for accurate radiographic diagnosis of knee osteoarthritis
by: Yu Wang, et al.
Published: (2022-09-01)
by: Yu Wang, et al.
Published: (2022-09-01)
SSTA-ResT: Soft Spatiotemporal Attention ResNet Transformer for Argentine Sign Language Recognition
by: Xianru Liu, et al.
Published: (2025-09-01)
by: Xianru Liu, et al.
Published: (2025-09-01)
Pear Defect Detection Method Based on ResNet and DCGAN
by: Yan Zhang, et al.
Published: (2021-09-01)
by: Yan Zhang, et al.
Published: (2021-09-01)
EfficientRMT-Net—An Efficient ResNet-50 and Vision Transformers Approach for Classifying Potato Plant Leaf Diseases
by: Kashif Shaheed, et al.
Published: (2023-11-01)
by: Kashif Shaheed, et al.
Published: (2023-11-01)
Non-Intrusive Air Traffic Control Speech Quality Assessment with ResNet-BiLSTM
by: Yuezhou Wu, et al.
Published: (2023-09-01)
by: Yuezhou Wu, et al.
Published: (2023-09-01)
Rice pest identification based on multi-scale double-branch GAN-ResNet
by: Kui Hu, et al.
Published: (2023-04-01)
by: Kui Hu, et al.
Published: (2023-04-01)
Atrial Fibrillation Prediction Based on Recurrence Plot and ResNet
by: Haihang Zhu, et al.
Published: (2024-08-01)
by: Haihang Zhu, et al.
Published: (2024-08-01)
Inversion of Shear and Longitudinal Acoustic Wave Propagation Parameters in Sea Ice Using SE-ResNet
by: Jin Bai, et al.
Published: (2025-09-01)
by: Jin Bai, et al.
Published: (2025-09-01)
Comparative Analysis of Conventional CNN v’s ImageNet Pretrained ResNet in Medical Image Classification
by: Christos Raptis, et al.
Published: (2024-12-01)
by: Christos Raptis, et al.
Published: (2024-12-01)
Unified deep learning models for enhanced lung cancer prediction with ResNet-50–101 and EfficientNet-B3 using DICOM images
by: Vinod Kumar, et al.
Published: (2024-03-01)
by: Vinod Kumar, et al.
Published: (2024-03-01)
Plant leaf disease recognition based on improved SinGAN and improved ResNet34
by: Jiaojiao Chen, et al.
Published: (2024-06-01)
by: Jiaojiao Chen, et al.
Published: (2024-06-01)
GAN-enhanced deep learning for improved Alzheimer's disease classification and longitudinal brain change analysis
by: Purushottam Pandey, et al.
Published: (2025-06-01)
by: Purushottam Pandey, et al.
Published: (2025-06-01)
Video-Based Sign Language Recognition via ResNet and LSTM Network
by: Jiayu Huang, et al.
Published: (2024-06-01)
by: Jiayu Huang, et al.
Published: (2024-06-01)
Performance of ResNet‐18 and InceptionResNetV2 in Automated Detection of Diabetic Retinopathy
by: Akwasi Asare, et al.
Published: (2025-09-01)
by: Akwasi Asare, et al.
Published: (2025-09-01)
Facial expression recognition via ResNet-50
by: Bin Li, et al.
Published: (2021-06-01)
by: Bin Li, et al.
Published: (2021-06-01)
ResNet-Driven Joint Decision-Making for VVC Optimization via Gradient Search
by: Fangmei Liu, et al.
Published: (2025-01-01)
by: Fangmei Liu, et al.
Published: (2025-01-01)
Multi-Style Unsupervised Image Synthesis Using Generative Adversarial Nets
by: Guoyun Lv, et al.
Published: (2021-01-01)
by: Guoyun Lv, et al.
Published: (2021-01-01)
ResHAN-GAM: A novel model for the inversion and prediction of soil organic matter content
by: Liying Cao, et al.
Published: (2025-12-01)
by: Liying Cao, et al.
Published: (2025-12-01)
Robust biochar yield and composition prediction via uncertainty-aware ResNet-based autoencoder
by: Yali Zhang, et al.
Published: (2025-03-01)
by: Yali Zhang, et al.
Published: (2025-03-01)
A Landslide Warning Method Based on K-Means-ResNet Fast Classification Model
by: Yang Wu, et al.
Published: (2022-12-01)
by: Yang Wu, et al.
Published: (2022-12-01)
Research on an Intelligent Classification Algorithm of Ferrography Wear Particles Based on Integrated ResNet50 and SepViT
by: Lei He, et al.
Published: (2023-12-01)
by: Lei He, et al.
Published: (2023-12-01)
Application Layer Protocol Identification Method Based on ResNet
by: Zhijian Fang, et al.
Published: (2025-01-01)
by: Zhijian Fang, et al.
Published: (2025-01-01)
TransResUNet: Revolutionizing Glioma Brain Tumor Segmentation Through Transformer-Enhanced Residual UNet
by: Novsheena Rasool, et al.
Published: (2024-01-01)
by: Novsheena Rasool, et al.
Published: (2024-01-01)
Similar Items
-
Fault Diagnosis of Rolling Bearings in Agricultural Machines Using SVD-EDS-GST and ResViT
by: Fengyun Xie, et al.
Published: (2024-08-01) -
A Deep Learning Review of ResNet Architecture for Lung Disease Identification in CXR Image
by: Syifa Auliyah Hasanah, et al.
Published: (2023-12-01) -
DLBCNet: A Deep Learning Network for Classifying Blood Cells
by: Ziquan Zhu, et al.
Published: (2023-04-01) -
An Ensemble of Transfer Learning Models for the Prediction of Skin Cancers with Conditional Generative Adversarial Networks
by: Amal Al-Rasheed, et al.
Published: (2022-12-01) -
Detection of Lower Body for AGV Based on SSD Algorithm with ResNet
by: Xinbiao Gao, et al.
Published: (2022-03-01)
