Fusion‐Brain‐Net: A Novel Deep Fusion Model for Brain Tumor Classification

Fusion‐Brain‐Net: A Novel Deep Fusion Model for Brain Tumor Classification

ABSTRACT Problem Brain tumors are among the most prevalent and lethal diseases. Early diagnosis and precise treatment are crucial. However, the manual classification of brain tumors is a laborious and complex task. Aim This study aimed to develop a fusion model to address certain limitations of prev...

Full description

Saved in:

Bibliographic Details
Main Authors:	Yasin Kaya, Ezgisu Akat, Serdar Yıldırım
Format:	Article
Language:	English
Published:	Wiley 2025-05-01
Series:	Brain and Behavior
Subjects:	brain tumor classification fusion of CNN transfer learning
Online Access:	https://doi.org/10.1002/brb3.70520
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MLG: a mixed local and global model for brain tumor classification
by: Wenna Chen, et al.
Published: (2025-07-01)

A Deep Probabilistic Sensing and Learning Model for Brain Tumor Classification With Fusion-Net and HFCMIK Segmentation
by: M. V. S. Ramprasad, et al.
Published: (2022-01-01)

Brain Tumor Classification of Medical Images based on Transfer Pre-trained Learning Models
by: Mohamed H Ghaleb Abdkhaleq Abdkhaleq, et al.
Published: (2025-06-01)

Hierarchical in-out fusion for incomplete multimodal brain tumor segmentation
by: Fang Liu, et al.
Published: (2025-07-01)

MRI-based brain tumor ensemble classification using two stage score level fusion and CNN models
by: Oussama Bouguerra, et al.
Published: (2024-12-01)

Efficient and low complex architecture for detection and classification of Brain Tumor using RCNN with Two Channel CNN
by: Nivea Kesav, et al.
Published: (2022-09-01)

An automated deep learning framework for brain tumor classification using MRI imagery
by: Muhammad Aamir, et al.
Published: (2025-05-01)

Schizo-Net: A <italic>novel</italic> Schizophrenia Diagnosis Framework Using Late Fusion Multimodal Deep Learning on Electroencephalogram-Based Brain Connectivity Indices
by: Nitin Grover, et al.
Published: (2023-01-01)

Enhancing Brain Tumor Diagnosis with L-Net: A Novel Deep Learning Approach for MRI Image Segmentation and Classification
by: Lehel Dénes-Fazakas, et al.
Published: (2024-10-01)

Design of an Optimal Convolutional Neural Network Architecture for MRI Brain Tumor Classification by Exploiting Particle Swarm Optimization
by: Sofia El Amoury, et al.
Published: (2025-01-01)

Transfer deep learning and explainable AI framework for brain tumor and Alzheimer's detection across multiple datasets
by: Shtwai Alsubai, et al.
Published: (2025-06-01)

Enhanced Brain Tumor Classification Using MobileNetV2: A Comprehensive Preprocessing and Fine-Tuning Approach
by: Md Atiqur Rahman, et al.
Published: (2025-06-01)

Efficient brain tumor grade classification using ensemble deep learning models
by: Sankar M, et al.
Published: (2024-11-01)

Multi-Class Brain Lesion Classification Using Deep Transfer Learning With MobileNetV3
by: Ahmed Firas Majeed, et al.
Published: (2024-01-01)

Classification of Brain Tumor by Combination of Pre-Trained VGG16 CNN
by: Ouiza Nait Belaid, et al.
Published: (2020-06-01)

Brain Tumor Identification and Classification of MRI Images Using Deep Learning Techniques
by: Zheshu Jia, et al.
Published: (2025-01-01)

Automatic smart brain tumor classification and prediction system using deep learning
by: Qurat Ul Ain Ishfaq, et al.
Published: (2025-04-01)

Deep-EFNet: An Optimized EfficientNetB0 Architecture With Dual Regularization for Scalable Multi-Class Brain Tumor Classification in MRI
by: Hussein Alshaari, et al.
Published: (2025-01-01)

Hybrid CNN-Based Transfer Learning Enhances Brain Tumor Classification on MRI Images
by: Rizal Dwi Prayogo, et al.
Published: (2025-01-01)

Artificial intelligence with feature fusion empowered enhanced brain stroke detection and classification for disabled persons using biomedical images
by: Mohammed Alsieni, et al.
Published: (2025-08-01)

Content-Based Brain Magnetic Resonance Image Retrieval and Classification With the Proposed Deep Learning and Tissue-Based System
by: Bedriye Dogan, et al.
Published: (2025-01-01)

Terrain and Atmosphere Classification Framework on Satellite Data Through Attentional Feature Fusion Network
by: Antoni Jaszcz, et al.
Published: (2025-07-01)

A twin CNN-based framework for optimized rice leaf disease classification with feature fusion
by: Prameetha Pai, et al.
Published: (2025-04-01)

Decision-Level Multi-Sensor Fusion to Improve Limitations of Single-Camera-Based CNN Classification in Precision Farming: Application in Weed Detection
by: Md. Nazmuzzaman Khan, et al.
Published: (2025-07-01)

Performance Comparison of ResNet50, VGG16, and MobileNetV2 for Brain Tumor Classification on MRI Images
by: Muhammad Bayu Kurniawan, et al.
Published: (2025-03-01)

Transfer-Learning Approach for Enhanced Brain Tumor Classification in MRI Imaging
by: Amarnath Amarnath, et al.
Published: (2024-07-01)

A Lightweight Convolutional Neural Network for Classification of Brain Tumors Using Magnetic Resonance Imaging
by: Mahir Kaya, et al.
Published: (2024-12-01)

Hybrid 3B Net and EfficientNetB2 Model for Multi-Class Brain Tumor Classification
by: R. Preetha, et al.
Published: (2025-01-01)

Advancing brain tumor diagnosis: Deep siamese convolutional neural network as a superior model for MRI classification
by: Gowtham Murugesan, et al.
Published: (2025-06-01)

A Lightweight Multi-Frequency Feature Fusion Network with Efficient Attention for Breast Tumor Classification in Pathology Images
by: Hailong Chen, et al.
Published: (2025-07-01)

PBVit: A Patch-Based Vision Transformer for Enhanced Brain Tumor Detection
by: Pratikkumar Chauhan, et al.
Published: (2025-01-01)

Brain tumor classification using deep convolutional neural networks
by: M. Nurtay, et al.
Published: (2025-04-01)

A Novel Hybrid Deep Learning Model Enhanced with Explainable AI for Brain Tumor Multi-Classification from MRI Images
by: Esra Gundogan
Published: (2025-05-01)

Transfer learning for accurate brain tumor classification in MRI: a step forward in medical diagnostics
by: Muhammad Adnan Khan, et al.
Published: (2025-06-01)

Dual-Stream Contrastive Latent Learning Generative Adversarial Network for Brain Image Synthesis and Tumor Classification
by: Junaid Zafar, et al.
Published: (2025-03-01)

Enhanced MRI brain tumor detection using deep learning in conjunction with explainable AI SHAP based diverse and multi feature analysis
by: Asif Rahman, et al.
Published: (2025-08-01)

CNN-Based Image Segmentation Approach in Brain Tumor Classification: A Review
by: Nurul Huda, et al.
Published: (2025-02-01)

Deep CNN based brain tumor detection in intelligent systems
by: Brij B. Gupta, et al.
Published: (2024-01-01)

Majority Voting Ensemble of Deep CNNs for Robust MRI-Based Brain Tumor Classification
by: Kuo-Ying Liu, et al.
Published: (2025-07-01)

Heart Sound Classification Based on Multi-Scale Feature Fusion and Channel Attention Module
by: Mingzhe Li, et al.
Published: (2025-03-01)