ViSwNeXtNet Deep Patch-Wise Ensemble of Vision Transformers and ConvNeXt for Robust Binary Histopathology Classification
<b>Background:</b> Intestinal metaplasia (IM) is a precancerous gastric condition that requires accurate histopathological diagnosis to enable early intervention and cancer prevention. Traditional evaluation of H&E-stained tissue slides can be labor-intensive and prone to interobserv...
| Published in: | Diagnostics |
|---|---|
| Main Authors: | Özgen Arslan Solmaz, Burak Tasci |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2025-06-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2075-4418/15/12/1507 |
Similar Items
Enhancing Melanoma Diagnosis with Advanced Deep Learning Models Focusing on Vision Transformer, Swin Transformer, and ConvNeXt
by: Serra Aksoy, et al.
Published: (2024-08-01)
by: Serra Aksoy, et al.
Published: (2024-08-01)
ConvNeXt-ST-AFF: A Novel Skin Disease Classification Model Based on Fusion of ConvNeXt and Swin Transformer
by: Shengnan Hao, et al.
Published: (2023-01-01)
by: Shengnan Hao, et al.
Published: (2023-01-01)
Spatial–Spectral ConvNeXt for Hyperspectral Image Classification
by: Yimin Zhu, et al.
Published: (2023-01-01)
by: Yimin Zhu, et al.
Published: (2023-01-01)
A Hybrid Learnable Fusion of ConvNeXt and Swin Transformer for Optimized Image Classification
by: Jaber Qezelbash-Chamak, et al.
Published: (2025-05-01)
by: Jaber Qezelbash-Chamak, et al.
Published: (2025-05-01)
Citrus Disease Classification Model Based on Improved ConvNeXt
by: Jichi Yan, et al.
Published: (2024-01-01)
by: Jichi Yan, et al.
Published: (2024-01-01)
ConvFaceNeXt: Lightweight Networks for Face Recognition
by: Seng Chun Hoo, et al.
Published: (2022-10-01)
by: Seng Chun Hoo, et al.
Published: (2022-10-01)
WD‐UNeXt: Weight loss function and dropout U‐Net with ConvNeXt for automatic segmentation of few shot brain gliomas
by: Ziming Yin, et al.
Published: (2023-09-01)
by: Ziming Yin, et al.
Published: (2023-09-01)
Radar Waveform Recognition With ConvNeXt and Focal Loss
by: Liping Luo, et al.
Published: (2024-01-01)
by: Liping Luo, et al.
Published: (2024-01-01)
Bone Stick Image Matching Algorithm Based on Improved ConvNeXt and Siamese Network
by: Xuyang Zhang, et al.
Published: (2024-01-01)
by: Xuyang Zhang, et al.
Published: (2024-01-01)
Printed Circuit Board Sample Expansion and Automatic Defect Detection Based on Diffusion Models and ConvNeXt
by: Youzhi Xu, et al.
Published: (2025-02-01)
by: Youzhi Xu, et al.
Published: (2025-02-01)
An ESG-ConvNeXt network for steel surface defect classification based on hybrid attention mechanism
by: Ning Zhang, et al.
Published: (2025-03-01)
by: Ning Zhang, et al.
Published: (2025-03-01)
SwinConvNeXt: a fused deep learning architecture for Real-time garbage image classification
by: B. Madhavi, et al.
Published: (2025-03-01)
by: B. Madhavi, et al.
Published: (2025-03-01)
Fault diagnosis of rotating parts integrating transfer learning and ConvNeXt model
by: Zhikai Xing, et al.
Published: (2025-01-01)
by: Zhikai Xing, et al.
Published: (2025-01-01)
Wavelet-Guided Multi-Scale ConvNeXt for Unsupervised Medical Image Registration
by: Xuejun Zhang, et al.
Published: (2025-04-01)
by: Xuejun Zhang, et al.
Published: (2025-04-01)
A deep ensemble learning-based automated detection of COVID-19 using lung CT images and Vision Transformer and ConvNeXt
by: Geng Tian, et al.
Published: (2022-11-01)
by: Geng Tian, et al.
Published: (2022-11-01)
A Novel Intelligent Fault Diagnosis Method of Rolling Bearings Based on the ConvNeXt Network with Improved DenseBlock
by: Jiahao Song, et al.
Published: (2024-12-01)
by: Jiahao Song, et al.
Published: (2024-12-01)
KD_ConvNeXt: knowledge distillation-based image classification of lung tumor surgical specimen sections
by: Zhaoliang Zheng, et al.
Published: (2023-09-01)
by: Zhaoliang Zheng, et al.
Published: (2023-09-01)
Multi-level representation learning via ConvNeXt-based network for unaligned cross-view matching
by: Fangli Guan, et al.
Published: (2025-10-01)
by: Fangli Guan, et al.
Published: (2025-10-01)
A Ginseng Appearance Quality Grading Method Based on an Improved ConvNeXt Model
by: Dongming Li, et al.
Published: (2023-06-01)
by: Dongming Li, et al.
Published: (2023-06-01)
Automated Mucormycosis Diagnosis from Paranasal CT Using ResNet50 and ConvNeXt Small
by: Serdar Ferit Toprak, et al.
Published: (2025-08-01)
by: Serdar Ferit Toprak, et al.
Published: (2025-08-01)
Advancing Prostate Cancer Diagnostics: A ConvNeXt Approach to Multi-Class Classification in Underrepresented Populations
by: Declan Ikechukwu Emegano, et al.
Published: (2025-04-01)
by: Declan Ikechukwu Emegano, et al.
Published: (2025-04-01)
Morphological Analysis and Subtype Detection of Acute Myeloid Leukemia in High-Resolution Blood Smears Using ConvNeXT
by: Mubarak Taiwo Mustapha, et al.
Published: (2025-02-01)
by: Mubarak Taiwo Mustapha, et al.
Published: (2025-02-01)
Individual Identification of Holstein Cows from Top-View RGB and Depth Images Based on Improved PointNet++ and ConvNeXt
by: Kaixuan Zhao, et al.
Published: (2025-03-01)
by: Kaixuan Zhao, et al.
Published: (2025-03-01)
Attention-enhanced hybrid deep learning model for robust mango leaf disease classification via ConvNeXt and vision transformer fusion
by: Ebru Ergün
Published: (2025-08-01)
by: Ebru Ergün
Published: (2025-08-01)
RACR-ShipDet: A Ship Orientation Detection Method Based on Rotation-Adaptive ConvNeXt and Enhanced RepBiFPAN
by: Jiandan Zhong, et al.
Published: (2025-02-01)
by: Jiandan Zhong, et al.
Published: (2025-02-01)
Visual Parking Occupancy Detection Using Extended Contextual Image Information via a Multi-Branch Output ConvNeXt Network
by: Leyre Encío, et al.
Published: (2023-03-01)
by: Leyre Encío, et al.
Published: (2023-03-01)
Explainable clinical diagnosis through unexploited yet optimized fine-tuned ConvNeXt Models for accurate monkeypox disease classification
by: Muhammad Waqar, et al.
Published: (2025-08-01)
by: Muhammad Waqar, et al.
Published: (2025-08-01)
CMPF-UNet: a ConvNeXt multi-scale pyramid fusion U-shaped network for multi-category segmentation of remote sensing images
by: Ning Li, et al.
Published: (2024-01-01)
by: Ning Li, et al.
Published: (2024-01-01)
A hybrid cardiovascular arrhythmia disease detection using ConvNeXt-X models on electrocardiogram signals
by: Md. Alamin Talukder, et al.
Published: (2024-12-01)
by: Md. Alamin Talukder, et al.
Published: (2024-12-01)
Lightweight Deep Learning Model, ConvNeXt-U: An Improved U-Net Network for Extracting Cropland in Complex Landscapes from Gaofen-2 Images
by: Shukuan Liu, et al.
Published: (2025-01-01)
by: Shukuan Liu, et al.
Published: (2025-01-01)
ConvNeXt-L-Based Recognition of Decorative Patterns in Historical Architecture: A Case Study of Macau
by: Junling Zhou, et al.
Published: (2025-10-01)
by: Junling Zhou, et al.
Published: (2025-10-01)
Deep learning approach with ConvNeXt-SE-attn model for in vitro oral squamous cell carcinoma and chemotherapy analysis
by: Abhay Nath, et al.
Published: (2025-12-01)
by: Abhay Nath, et al.
Published: (2025-12-01)
Apple leaf disease image recognition based on a modified rime optimization algorithm and ConvNeXt network
by: Jing Qian, et al.
Published: (2025-09-01)
by: Jing Qian, et al.
Published: (2025-09-01)
Combining KAN with CNN: KonvNeXt’s Performance in Remote Sensing and Patent Insights
by: Minjong Cheon, et al.
Published: (2024-09-01)
by: Minjong Cheon, et al.
Published: (2024-09-01)
Novel Efficient Steel Surface Defect Detection Model Based on ConvNeXt v2 and Squeeze Aggregated Excitation Attention
by: Chengfei Li, et al.
Published: (2025-01-01)
by: Chengfei Li, et al.
Published: (2025-01-01)
Pixel-level pavement crack segmentation using UAV remote sensing images based on the ConvNeXt-UPerNet
by: Hatem Taha, et al.
Published: (2025-06-01)
by: Hatem Taha, et al.
Published: (2025-06-01)
TrashNeXt: Classification of recyclable water pollutants using deep transfer learning method
by: Jahid Tanvir, et al.
Published: (2025-06-01)
by: Jahid Tanvir, et al.
Published: (2025-06-01)
RAIH-Det: An End-to-End Rotated Aircraft and Aircraft Head Detector Based on ConvNeXt and Cyclical Focal Loss in Optical Remote Sensing Images
by: Fei Song, et al.
Published: (2023-04-01)
by: Fei Song, et al.
Published: (2023-04-01)
Eye Emotion Recognition and Visualization in Smart Classrooms Based on ConvNeXt
by: ZHANG Liguo, XU Xin, DONG Yuxin
Published: (2024-10-01)
by: ZHANG Liguo, XU Xin, DONG Yuxin
Published: (2024-10-01)
Dermoscopy Image Classification Method Based on Improved ConvNeXt
by: Jianwei LI, Xiaoqi LÜ, Yu GU
Published: (2023-10-01)
by: Jianwei LI, Xiaoqi LÜ, Yu GU
Published: (2023-10-01)
Similar Items
-
Enhancing Melanoma Diagnosis with Advanced Deep Learning Models Focusing on Vision Transformer, Swin Transformer, and ConvNeXt
by: Serra Aksoy, et al.
Published: (2024-08-01) -
ConvNeXt-ST-AFF: A Novel Skin Disease Classification Model Based on Fusion of ConvNeXt and Swin Transformer
by: Shengnan Hao, et al.
Published: (2023-01-01) -
Spatial–Spectral ConvNeXt for Hyperspectral Image Classification
by: Yimin Zhu, et al.
Published: (2023-01-01) -
A Hybrid Learnable Fusion of ConvNeXt and Swin Transformer for Optimized Image Classification
by: Jaber Qezelbash-Chamak, et al.
Published: (2025-05-01) -
Citrus Disease Classification Model Based on Improved ConvNeXt
by: Jichi Yan, et al.
Published: (2024-01-01)
