Cover Image

A Comprehensive Review of Techniques, Algorithms, Advancements, Challenges, and Clinical Applications of Multi-modal Medical Image Fusion for Improved Diagnosis

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zubair, Muhammad, Hussai, Muzammil, Al-Bashrawi, Mousa Ahmad, Bendechache, Malika, Owais, Muhammad
Format:	Preprint
Published:	2025
Subjects:	Image and Video Processing Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Multi-modal Medical Image Fusion For Non-Small Cell Lung Cancer Classification
by: Hassan, Salma, et al.
Published: (2024)

Advancements in Real-Time Oncology Diagnosis: Harnessing AI and Image Fusion Techniques
by: Bagheriye, Leila, et al.
Published: (2025)

Cross Modality Medical Image Synthesis for Improving Liver Segmentation
by: Rafiq, Muhammad, et al.
Published: (2025)

Automated diagnosis of lung diseases using vision transformer: a comparative study on chest x-ray classification
by: Ahmad, Muhammad, et al.
Published: (2025)

Advancements in Orthopaedic Arm Segmentation: A Comprehensive Review
by: Swami, Abhishek, et al.
Published: (2024)

Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects
by: Kumari, Pratibha, et al.
Published: (2023)

Deep Learning Applications in Medical Image Analysis: Advancements, Challenges, and Future Directions
by: Eli, Aimina Ali, et al.
Published: (2024)

Transformers Fusion across Disjoint Samples for Hyperspectral Image Classification
by: Ahmad, Muhammad, et al.
Published: (2024)

Prompt-Guided Patch UNet-VAE with Adversarial Supervision for Adrenal Gland Segmentation in Computed Tomography Medical Images
by: Ghouse, Hania, et al.
Published: (2025)

A Comprehensive Survey and Classification of Evaluation Criteria for Trustworthy Artificial Intelligence
by: McCormack, Louise, et al.
Published: (2024)

Advancements in Ship Detection: Comparative Analysis of Optical and Hyperspectral Sensors
by: Shamsi, Alyazia Al, et al.
Published: (2024)

Brain Tumor Diagnosis Using Quantum Convolutional Neural Networks
by: Khan, Muhammad Al-Zafar, et al.
Published: (2024)

A Survey on Semantic Communication for Vision: Categories, Frameworks, Enabling Techniques, and Applications
by: Cheng, Runze, et al.
Published: (2026)

MOSAIC: A Multi-View 2.5D Organ Slice Selector with Cross-Attentional Reasoning for Anatomically-Aware CT Localization in Medical Organ Segmentation
by: Ghouse, Hania, et al.
Published: (2025)

Adversarial Neural Networks in Medical Imaging Advancements and Challenges in Semantic Segmentation
by: Liu, Houze, et al.
Published: (2024)

Advancements in Feature Extraction Recognition of Medical Imaging Systems Through Deep Learning Technique
by: Zhan, Qishi, et al.
Published: (2024)

Portable Medical Imaging in Modern Healthcare: Fundamentals, AI-Based Taxonomy, Image Quality, and Open Challenges
by: Habchi, Yassine, et al.
Published: (2026)

Hybrid Ensemble of Segmentation-Assisted Classification and GBDT for Skin Cancer Detection with Engineered Metadata and Synthetic Lesions from ISIC 2024 Non-Dermoscopic 3D-TBP Images
by: Hasan, Muhammad Zubair, et al.
Published: (2025)

An Interpretable Cross-Attentive Multi-modal MRI Fusion Framework for Schizophrenia Diagnosis
by: Zhou, Ziyu, et al.
Published: (2024)

Adversarial Deep Learning for Simultaneous Segmentation of Ventricular and White Matter Hyperintensities in Clinical MRI
by: Bawil, Mahdi Bashiri, et al.
Published: (2025)

SegX: Improving Interpretability of Clinical Image Diagnosis with Segmentation-based Enhancement
by: Zhang, Yuhao, et al.
Published: (2025)

Multimodal Marvels of Deep Learning in Medical Diagnosis: A Comprehensive Review of COVID-19 Detection
by: Islam, Md Shofiqul, et al.
Published: (2025)

Explainable AI Models for Decoding Emotional Subtexts on Social Media
by: Dost Muhammad, et al.
Published: (2025)

Multi-Aperture Fusion of Transformer-Convolutional Network (MFTC-Net) for 3D Medical Image Segmentation and Visualization
by: Shabani, Siyavash, et al.
Published: (2024)

A Comparative Study of Image Denoising Algorithms
by: Danish, Muhammad Umair
Published: (2024)

EMeRALDS: Electronic Medical Record Driven Automated Lung Nodule Detection and Classification in Thoracic CT Images
by: Eman, Hafza, et al.
Published: (2025)

A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image Segmentation
by: Jiangtao, Wang, et al.
Published: (2025)

KGroups: A Versatile Univariate Max-Relevance Min-Redundancy Feature Selection Algorithm for High-dimensional Biological Data
by: Ebiele, Malick, et al.
Published: (2026)

WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification
by: Ahmad, Muhammad, et al.
Published: (2024)

MRI Recovery with Self-Calibrated Denoisers without Fully-Sampled Data
by: Shafique, Muhammad, et al.
Published: (2023)

Privacy-Preserving AI for Encrypted Medical Imaging: A Framework for Secure Diagnosis and Learning
by: Siam, Abdullah Al, et al.
Published: (2025)

Onboard Processing of Hyperspectral Imagery: Deep Learning Advancements, Methodologies, Challenges, and Emerging Trends
by: Ghasemi, Nafiseh, et al.
Published: (2024)

Radiomics in Medical Imaging: Methods, Applications, and Challenges
by: Neha, Fnu, et al.
Published: (2026)

Comprehensive Review of Reinforcement Learning for Medical Ultrasound Imaging
by: Elmekki, Hanae, et al.
Published: (2025)

Reinforcement Learning for Ultrasound Image Analysis A Comprehensive Review of Advances and Applications
by: Ezzelarab, Maha, et al.
Published: (2025)

Privacy-Preserving Collaborative Medical Image Segmentation Using Latent Transform Networks
by: Bello, Saheed Ademola, et al.
Published: (2026)

Optimization of Convolutional Neural Network Hyperparameter for Medical Image Diagnosis using Metaheuristic Algorithms: A short Recent Review (2019-2022)
by: Hamad, Qusay Shihab, et al.
Published: (2024)

MedPatch: Confidence-Guided Multi-Stage Fusion for Multimodal Clinical Data
by: Jorf, Baraa Al, et al.
Published: (2025)

Tissue Artifact Segmentation and Severity Analysis for Automated Diagnosis Using Whole Slide Images
by: Himel, Galib Muhammad Shahriar
Published: (2024)

Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2
by: Müller-Franzes, Gustav, et al.
Published: (2024)