Cover Image

MediFusionNet : A Novel Architecture for Multimodal Medical Image Analysis

Fuente: Wiley Open Access

Saved in:

Bibliographic Details
Main Authors:	Muneeb A. Khan, Heemin Park, Dashdorj Yamkhin, Seonuck Paek
Format:	Artículo Open Access
Published:	Wiley 2025
Subjects:	International Journal of Imaging Systems and Technology
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Medical Image Fusion for Multiple Diseases Features Enhancement
by: Sajid Ullah Khan, et al.
Published: (2024)

Multimodal Medical Image Fusion With UNet‐Based Multi‐Scale Transformer Networks
by: Qingwu Fu, et al.
Published: (2025)

MFH‐Net: A Hybrid CNN‐Transformer Network Based Multi‐Scale Fusion for Medical Image Segmentation
by: Ying Wang, et al.
Published: (2024)

CITMambaNet : Cross Modality Progressive Fusion ITMamba Network for PET ‐ CT Medical Image Segmentation
by: Shikuan Jia, et al.
Published: (2025)

DenseUNet Architecture With Asymmetric Kernels for Automatic Segmentation of Medical Imaging
by: F. Duque‐Vazquez Edgar, et al.
Published: (2025)

CFIFusion: Dual‐Branch Complementary Feature Injection Network for Medical Image Fusion
by: Yiyuan Xie, et al.
Published: (2024)

DFABU ‐Net: A Dual Parallel Branch Medical Image Segmentation Model With Attention Mechanism
by: Yanxi Zhang, et al.
Published: (2026)

DIER ‐Net: Debiased Learning With Medical Image Noisy Label by Intrinsic and Extrinsic Regularization
by: Cheng Xue
Published: (2025)

CMFR ‐Net: Cross Multi‐Scale Features Refinement Network for Medical Image Segmentation
by: Huimin Guo, et al.
Published: (2025)

Multimodal Fusion for Enhanced Semantic Segmentation in Brain Tumor Imaging: Integrating Deep Learning and Guided Filtering Via Advanced 3D Semantic Segmentation Architectures
by: Abbadullah .H Saleh, et al.
Published: (2024)

Interactive CNN and Transformer‐Based Cross‐Attention Fusion Network for Medical Image Classification
by: Shu Cai, et al.
Published: (2025)

Enhancing Skin Cancer Segmentation Using Lightweight Encoder–Decoder Architecture Integrated With Fusion of Attention Blocks
by: Mehwish Zafar, et al.
Published: (2026)

Semi‐Supervised Medical Image Segmentation Based on Feature Similarity and Multi‐Level Information Fusion Consistency
by: Jianwu Long, et al.
Published: (2024)

Novel Model of Medical CT Image Segmentation Based on GANs With Residual Neural Networks
by: Amir Bouden, et al.
Published: (2025)

ESFCU‐Net: A Lightweight Hybrid Architecture Incorporating Self‐Attention and Edge Enhancement Mechanisms for Enhanced Polyp Image Segmentation
by: Wenbin Yang, et al.
Published: (2025)

EGCF ‐Net Edge‐Aware Graph‐Based Attention Network With Enhanced Contextual Features for Medical Image Segmentation
by: Santoshi Gorli, et al.
Published: (2025)

DTEF ‐Net: A Dual‐Teacher and Entropy‐Guided Semi‐Supervised Framework With Multiperspective Copy‐Paste for Medical Image Segmentation
by: Jingzhen Zhang, et al.
Published: (2026)

Lightweight Deep Learning Model Optimization for Medical Image Analysis
by: Zahraa Al‐Milaji, et al.
Published: (2024)

SF Net: A Pyramid‐Based Feature Fusion Convolutional Neural Network With Embedded Squeeze‐and‐Excitation Mechanism for Retinal OCT Image Classification
by: Shudi Zheng, et al.
Published: (2025)

TAU‐EffNetB7 : A Novel Triple Attention U‐Net Approach Using EfficientNetB7 for Enhanced Polyp Segmentation
by: Fouzia El Abassi, et al.
Published: (2025)

Multimodal Connectivity‐Guided Glioma Segmentation From Magnetic Resonance Images via Cascaded 3D Residual U‐Net
by: Xiaoyan Sun, et al.
Published: (2024)

HPPE ‐Unet: A Boundary‐Enhanced U‐Shaped Network With Hybrid Attention and Multi‐Scale Feature Fusion for Small‐Sample Medical Image Segmentation
by: Changhao Sun, et al.
Published: (2025)

Enhancing Diagnostic Precision in Breast Cancer Classification Through EfficientNetB7 Using Advanced Image Augmentation and Interpretation Techniques
by: T. R. Mahesh, et al.
Published: (2024)

JILDYA ‐Net: An Efficient Lightweight Multi‐Class Classification Architecture for Skin Lesions
by: Ayoub Laouarem, et al.
Published: (2025)

DCFU‐Net: Rethinking an Effective Attention and Convolutional Architecture for Retinal Vessel Segmentation
by: Yongli Xian, et al.
Published: (2024)

SEA ‐Net: Dual Attention U‐Net for Bleeding Segmentation in Capsule Endoscopy Images
by: Tareque Bashar Ovi, et al.
Published: (2025)

DETF ‐Net: A Network for Retinal Vessel Segmentation Utilizing Detailed Feature Enhancement and Dynamic Temporal Fusion
by: Shaoli Li, et al.
Published: (2025)

CG‐Net: A novel CNN framework for gastrointestinal tract diseases classification
by: Samra Siddiqui, et al.
Published: (2024)

CAS‐GAN: A Novel Generative Adversarial Network‐Based Architecture for Coronary Artery Segmentation
by: Rawaa Hamdi, et al.
Published: (2024)

OccluDentNet : Self‐Supervised 3D Tooth Segmentation via MambaTrans Architecture
by: Hong‐an Li, et al.
Published: (2026)

Dermo‐Optimizer: Skin Lesion Classification Using Information‐Theoretic Deep Feature Fusion and Entropy‐Controlled Binary Bat Optimization
by: Tallha Akram, et al.
Published: (2024)

MMCAF : A Survival Status Prediction Method Based on Cross‐Attention Fusion of Multimodal Colorectal Cancer Data
by: Xueping Tan, et al.
Published: (2025)

Synthesizing Images With Annotations for Medical Image Segmentation Using Diffusion Probabilistic Model
by: Zengan Huang, et al.
Published: (2024)

Lite‐PolypNet: A Lightweight and Efficient Network for Polyp Segmentation in Colonoscopy Images
by: Haiping Xu, et al.
Published: (2025)

CafeNet: A Novel Multi‐Scale Context Aggregation and Multi‐Level Foreground Enhancement Network for Polyp Segmentation
by: Zhanlin Ji, et al.
Published: (2024)

A Multi‐Fusion Residual Attention U‐Net Using Temporal Information for Segmentation of Left Ventricular Structures in 2D Echocardiographic Videos
by: Kai Wang, et al.
Published: (2024)

KIDBA ‐Net: A Multi‐Feature Fusion Brain Tumor Segmentation Network Utilizing Kernel Inception Depthwise Convolution and Bi‐Cross Attention
by: Jie Min, et al.
Published: (2025)

Integrating VGG 19 U‐Net for Breast Thermogram Segmentation and Hybrid Enhancement With Optimized Classifier Selection: A Novel Approach to Breast Cancer Diagnosis
by: A. Arul Edwin Raj, et al.
Published: (2024)

VKT : A Hybrid Vision KAN ‐Transformer Model for Medical Image Classification
by: Guanghua He, et al.
Published: (2026)

Detection of Plus Disease in Retinopathy of Prematurity Using Deep Learning Models: Evaluating Vision Transformers and ResNet Architectures
by: Ibrahim Kocak, et al.
Published: (2025)