International Journal of Imaging Systems and Technology

Article	Citations
Integrating Multi‐Scale Feature Boundary Module and Feature Fusion With CNN for Accurate Skin Cancer Segmentation and Classification	110
Pixel by Pixel Semantic Segmentation Approach on WSI Images for Gastric Gland Segmentation and Gastric Cancer Grade Classification Using MLP‐XAI Model	86
A dual channel and spatial attention network for automatic spine segmentation of MRI images	84
Development of preprocessing methods and revised EfficientNet for diabetic retinopathy detection	78
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An efficient deep learning algorithm for the segmentation of cardiac ventricles	63
TTNet : Three‐Stages Tooth Segmentation Network Based on Tooth Masks in CBCT Images	62
Polyp segmentation network based on lightweight model and reverse attention mechanisms	61
CITMambaNet : Cross Modality Progressive Fusion ITMamba Network for PET	56
A novel automated depression detection technique using text transcript	55
Modified Transformer‐Based Pixel Segmentation for Breast Tumor Detection	54
GRASP ‐Net: Grouped Residual Convolution U‐Net With Attention Mechanism and Atrous Spatial Pyramid Pooling for Prostate Zone Segmentation Using	49
Diagnosis of glaucoma from retinal fundus images using disc localization and sequential DNN model	48
Deep learning convolutional neural network ResNet101 and radiomic features accurately analyzes mpMRI imaging to predict MGMT promoter methylation status with transfer	47
Few‐shot segmentation for esophageal OCT images based on self‐supervised vision transformer	40
Synthesizing Images With Annotations for Medical Image Segmentation Using Diffusion Probabilistic Model	40
Multi‐classificationof brain tumor by using deep convolutional neural network model inmagnetic resonance imagingimages	38
Issue Information	37
Issue Information	37
A lightweight deep learning model for retinal optical coherence tomography image classification	37
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Empowering ultrasound image filtering precision by reducing speckles and preserving edge cues	35
Multiloss strategy for breast cancer subtype classification using digital breast tomosynthesis	34
Relationship between reduced scattering coefficient and intracranial pressure in clinical patients under different brain edema states	33
Automatic liver tumor segmentation on multiphase computed tomography volume using SegNet deep neural network and K‐means clustering	32

An automatic gastric polyp detection technique using deep learning	32
Microaneurysm Detection With Multiscale Attention and Trident RPN	31
Hybrid‐Patch‐Alex: A new patch division and deep feature extraction‐based image classification model to detect COVID‐19, heart failure, and other lung conditions using medical im	31
VMC‐UNet: A Vision Mamba‐CNN U‐Net for Tumor Segmentation in Breast Ultrasound Image	31
SPICE : Leveraging Soft Probabilistic Causal Intervention for Breast Ultrasound Tumor Segmentation	30
Tensor‐Based Weber Feature Representation of Brain CT Images for the Automated Classification of Ischemic Stroke	28
OPFSS: A Few‐Shot Medical Image Segmentation Algorithm Based on Optimized Pseudo‐Annotations and Self‐Attention	28
Feature selection and classification using bio‐inspired algorithms for the diagnosis of pulmonary emphysema subtypes	26
Performance analysis of various denoising filters on intravascular ultrasound coronary artery images	26
Retraction: Optimal brain tumor diagnosis based on deep learning and balanced sparrow search algorithm	24
Squeeze and multi‐context attention for polyp segmentation	24
Two‐dimensional medical image segmentation based on U‐shaped structure	23
SSANet—Novel Residual Network for Computer‐Aided Diagnosis of Pulmonary Nodules in Chest Computed Tomography	22
GSCCANet : Dual Decoder Network Fusing Edge Focus and Global Channel Attention for Precise Segmentation of Colonic Polyps	22
A Novel Framework for Lung Disease Classification Using Multiscale Convolutional Neural Networks With an Integrated Dynamic Attention Mechanism	22
Development and validation of an artificial intelligence software for periodontal bone loss in panoramic imaging	21
RIBM3DU‐Net: Glioma tumour substructures segmentation in magnetic resonance images using residual‐inception block with modified 3D U‐Net architecture	21
U 2 ‐ DBA : A Dual‐Scale Boundary‐Aware N	21
TPA ‐Seg: Multi‐Class Nucleus Segmentation Using Text Prompts and Cross‐Attention	21
Registration‐enhanced multiple instance learning for cervical cancer whole slide image classification	20
Identification of Autism Through Fractal Analysis of EEG Signals and Bayesian Optimized Artificial Neural Network	20
A modified contrast source inversion method for microwave tomographic imaging of Debye dispersive media	19
Rapid Early Screening for Lymphedema Using Kinect	19
Multi‐level deep learning based lung cancer classifier for classification based on tumour‐node‐metastasis approach	19
A joint autoencoder and classifier deep neural network for AD and MCI classification	19
Embedded System‐Based Malaria Detection From Blood Smear Images Using Lightweight Deep Learning Model	18
An automatic measurement method for ankle key angles based on point cloud segmentation network	18
IGF ‐ CNN : An Optimized Deep Learning Model for Covid‐19 Classification	18
Deep Depthwise Residual Network for Knee Meniscus Segmentation From Magnetic Resonance Imaging	18
Hybrid MRUNet +: Enhanced Multi‐Structure Retinal Segmentation for Optic Cup, Disc, and Vascular Features in Complex Imaging Conditions	17
DFABU ‐Net: A Dual Parallel Branch Medical Image Segmentation Model With Attention Mechanism	17
Enhanced ECG Signal Classification Using Multi‐Branch Convolutions and Mamba Blocks With State‐Space Models	17
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SF Net: A Pyramid‐Based Feature Fusion Convolutional Neural Network With Embedded Squeeze‐and‐Excitation Mechanism for Retinal OCT Image Classification	16
Ventricular segmentation and modeling using topological watershed transformation and harmonic state model	16
Issue Information	16
Preparing a successful Special Issue proposal	16
Distributed autoencoder classifier network for small‐scale and scattered COVID‐19 dataset classification	16
Efficient multiscale spatial attention3Dabdominal multiorgan segmentation model	15
Automated Segmentation of Brain Gliomas in Multimodal MRI Data	15
Cover Image	15
Prediction of drug amount in Parkinson's disease using hybrid machine learning systems and radiomics features	15
Issue Information	15
Identification of biological markers in cancer disease using explainable artificial intelligence	15
Feature Pyramid Network Based Spatial Attention and Cross‐Level Semantic Similarity for Diseases Segmentation From Capsule Endoscopy Images	14
Correction to “Multi‐Branch Sustainable Convolutional Neural Network for Disease Classification”	14
A Hybrid Deep Spatiotemporal Attention‐Based Model for Parkinson's Disease Diagnosis Using Resting State EEG Signals	14
SABOS‐Net: Self‐supervised attention based network for automatic organ segmentation of head and neck CT images	14
Advanced Image Enhancement and a Lightweight Feature Pyramid Network for Detecting Microaneurysms in Diabetic Retinopathy Screening	14
Automated differentiation of skin melanocytes from keratinocytes in high‐resolution histopathology images using a weakly‐supervised deep‐learning framework	14

MorphoFormer : Dual‐Branch Dilated Transformer With Pathological Prior Fusion for Cervical Cell Morphology Analysis	14
A Novel Network With Spectrum Transformer and Triplet Attention for CT Image Segmentation	14
Classification of brain hemorrhage computed tomography images using OzNet hybrid algorithm	14
Federated learning‐based colorectal cancer classification by convolutional neural networks and general visual representation learning	14
A CNN transfer learning‐based approach for segmentation and classification of brain stroke from noncontrast CT images	13
Comparison of the impacts of dermoscopy image augmentation methods on skin cancer classification and a new augmentation method with wavelet packets	13
Using normalized echo state network to detect abnormal ECG patterns	13
Automatic semantic segmentation for dental restorations in panoramic radiography images using U‐Net model	13
HPKNN: Hyper‐parameter optimized KNN classifier for classification of poikilocytosis	13
Issue Information	12
A deep learning‐basedx‐rayimaging diagnosis system for classification of tuberculosis,COVID‐19, and pneumonia traits using evolutionary algorithm	12
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Denoising smooth‐detail representation of MRI‐SPECT fusion	12
An optimal system for increasing the contrast resolution qualities of histopathology images in the wavelet domain	12
Sleep disorder identification using wavelet scattering on ECG signals	12
Medical image contrast enhancement based on improved sparrow search algorithm	12
Multiscale attention network for retinal vein occlusion classification with multicolor image	11
A method to measure data complexity of a complicated medical data set	11
Feature Subspace Projection Knowledge Distillation for Medical Image Segmentation	11
Application of SVM Based on Optimization of Newton Raphson's Algorithm in Non‐Invasive Blood Glucose Detection	11
Automated diagnosis of COVID stages using texture‐based Gabor features in variational mode decomposition from CT images	11
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A Structure‐Preserving Denoising Diffusion Model for AV45 PET Quantification Without MRI in Alzhei	11
Mistral in Radiology: AI ‐Powered Classification of Normal and Abnormal Reports	11
An AG‐RetinaNet for Embryonic Blastomeres Detection and Counting	11
A deep conventional neural network model for glioma tumor segmentation	11
Rectal Cancer Segmentation: A Methodical Approach for Generalizable Deep Learning in a Multi‐Center Setting	11
Segmentation of Brain Tumor Resections in Intraoperative 3D Ultrasound Images Using a Semisupervised Cross nnSU‐Net	10
A Dynamic Multi‐Output Convolutional Neural Network for Skin Lesion Classification	10
Towards Efficient Brain Tumor Segmentation via a Transformer‐Driven 3D U‐Net	10
ARCNet : Adaptive Reconstruction‐Driven Cascaded Network for Deformable Registration of Images With Pathologies	10
Non‐Invasive Prediction of Axillary Lymph Node Metastasis in Breast Cancer Using Combined Clinical, Radiomics, and Deep Learning Features	10
Detection of liver abnormalities—A new paradigm in medical image processing and classification techniques	10
An Explainable AI for Blood Image Classification With Dynamic CNN Model Selection Framework	10
Structural biomarker‐based Alzheimer's disease detection via ensemble learning techniques	10
An efficient quantification of COVID‐19 in chest CT images with improved semantic segmentation using U‐Net deep structure	10
PC‐SNet for automated detection of prostate cancer in multiparametric‐magnetic resonance imaging	10
Multimodal Connectivity‐Guided Glioma Segmentation From Magnetic Resonance Images via Cascaded 3D Residual U‐Net	10
Cross‐Slice Context Modeling via Hybrid Mamba‐ CNN for Universal Lesion Detection in CT Scans	9
An effective detection of COVID‐19 using adaptive dual‐stage horse herd bidirectional long short‐term memory framework	9
Comprehensive Multitask Ensemble Segmentation and Clinical Interpretation of Pancreatic and Peripancreatic Anatomy With Radiomics and Deep Learning Features	9
A Novel Edge‐Enhanced Networks for Optic Disc and Optic Cup Segmentation	9
Issue Information	9
A joint segmentation and classification framework for COVID‐19 infection segmentation and detection from chest CT images	9
Accurate diagnosis of dementia and Alzheimer's with deep network approach based on multi‐channel feature extraction and selection	9
Breaking Barriers in Cancer Diagnosis: Super‐Light Compact Convolution Transformer for Colon and Lung Cancer Detection	9
Histopathological carcinoma classification using parallel, cross‐concatenated and grouped convolutions deep neural network	9
Clinically Aligned AI for Diabetic Retinopathy: Interpretable Grading Based on Lesion Segmentation	9
Convolution Block Extension of DCNN for Retinal Vascular Segmentation: Taxonomy and Discussion	9
Optimize Neural Fuzzy Systems for High‐Dimensional Breast Cancer Data Analysis: A Deep Learning Approach	9
Issue Information	9
Effect of physical exercise and noninvasive brain stimulation on cognition and dementia of elderly people with frailty: A randomized study	9
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An interpretable deep learning Bayesian optimized random forest framework for the diagnosis of Parkinson's disease in structural magnetic resonance images	9
Advancing Cervical Cancer Classification Through a Fusion of CNN and Vision Transformer Models	9
MT‐BAAN: Multi‐View Topological Bilinear Aggregation Attention Network Model for Alzheimer's Disease Diagnosis	9
Image processing and machine learning‐based bone fracture detection and classification using X‐ray images	9
A region of interest focused Triple UNet architecture for skin lesion segmentation	9
Retinal fundus image registration framework using Bayesian integration and asymmetric Gaussian mixture model	9
A Hybrid Convolutional Neural Network Model for the Classification of Multi‐Class Skin Cancer	9
C‐TUnet: A CNN‐Transformer Architecture‐Based Ultrasound Breast Image Classification Network	9
Enhancing level set brain tumor segmentation using fuzzy shape prior information and deep learning	8
Machine Learning Framework for Classification of COVID ‐19 Variants Using K‐mer Based DNA Sequenci	8
A Metaheuristic‐Based Conductivity Distribution Optimization Method for Accurate Imaging in Electrical Impedance Tomography	8
Hybrid 1D CNN ‐ BiLSTM Model for Early Parkinson's Disease Detection From Speech Signals	8
Pneumonia Image Classification Based on Lightweight Mobile ViT Networks	8
Predicting the Early Detection of Breast Cancer Using Hybrid Machine Learning Systems and Thermographic Imaging	8
Multiscale Feature Fusion Booster Network for Segmentation of Colorectal Polyp	8
Automated knee osteoarthritis severity classification using three‐stage preprocessing method andVGG16architecture	8
Advancing Computer‐Assisted Diabetic Retinopathy Grading: A Super Learner Ensemble Technique for Fundus Imagery	8
Convolutional Neural Network‐Based CT Image Segmentation of Kidney Tumours	8
Multi‐Class Classification of Diabetic Retinopathy Diseases From Fundus Images Using Criss‐Cross Attention Based Deep Residual Squeeze and Excitation Assisted Vision Transformer Model	8
Convolutional Block Attention Module and Parallel Branch Architectures for Cervical Cell Classification	8
Assessment of magnetic resonance imaging and histopathological changes in chordoid glioma: A retrospective analysis of 13 cases	8
Attention augmented residual autoencoder for efficient polyp segmentation	8
Improving Image Quality of Thin‐Slice and Low‐ keV Images in Dual‐Energy CT Angiography for Childr	8
Colour‐based segmentation using FCM and K‐means clustering for 3D thyroid gland state image classification using deep convolutional neural network structure	8
Efficient spine segmentation network based on multi‐scale feature extraction and multi‐dimensional spatial attention	8
Real‐time coloring method of laser surgery video based on generative adversarial network	7
SpineDeep ‐Net: Dual‐Self‐Attention‐Based Deep Neural Network for Automating Slice Selection and Precise Transverse Plane Localization in Lumbar Spine	7

A Hybrid Deep Learning Approach for Enhanced Classification of Lung Pathologies From Chest X‐Ray	7
GLRP: Global and local contrastive learning based on relative position for medical image segmentation on cardiac MRI	7
TAU‐EffNetB7 : A Novel Triple Attention U‐Net Approach Using EfficientNetB7 for Enhanced Polyp Segmentation	7
Diagnose Like a Doctor: A Vision‐Guided Global–Local Fusion Network for Chest Disease Diagnosis	7
SOCR‐YOLO: Small Objects Detection Algorithm in Medical Images	7
Enhanced Deformation Vector Field Generation With Diffusion Models and Mamba‐Based Network for Registration Performance Enhancement	7
Feature Derivative‐Based Pixel Segmentation Method for Detecting Lung Tumors From CT Images	7
BATU: A Workflow for Multi‐Network Ensemble Learning in Cross‐Dataset Generalization of Skin Lesion Analysis	7
A new medical image enhancement algorithm using adaptive parameters	7
MacD‐Net: An automatic guided‐ensemble approach for macular pathology detection using optical coherence tomography images	7
Advanced imaging system for brain tumor automatic classification from MRI images using HOG and BOF feature extraction approaches	7
A Lightweight Statistical Multi‐Feature Adaptive Attention Network for Dermoscopic Image Segmentation	7
Recognizing of Vocal Fold Disorders From High Speed Video: Use of Spatio‐Temporal Deep Neural Networks	7
Real‐time small bowel visualization quality assessment in wireless capsule endoscopy images using different lightweight embeddable models	7
Fusing feature and output space for unsupervised domain adaptation on medical image segmentation	7
CFIFusion: Dual‐Branch Complementary Feature Injection Network for Medical Image Fusion	7
Lung lobe segmentation in computed tomography images based on multi‐feature fusion and ensemble learning framework	7
COVID‐19 lung infection segmentation from chest CT images based on CAPA‐ResUNet	7
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Application program interface for automatic segmentation of retinal layers and fluids in Optical Coherence Tomography ‐ Neovascular Age related Macular degeneration retinal images using dee	7
Improving Stroke Segmentation and Classification Performance Using a Goal‐Oriented Deep Learning Framework	7
Discriminative Consistency Semi‐Supervised Carotid Ultrasound Plaque Segmentation by Exploiting Global Context	7
FPUNet : A Multi‐Level Residual Fractional Domain Transformer Network for Ischemic Stroke Image Segmentation	6
Deep Learning and Handcrafted Features for Thyroid Nodule Classification	6
AlexNet‐NDTL: Classification of MRI brain tumor images using modified AlexNet with deep transfer learning and Lipschitz‐based data augmentation	6
A Review of Deep Learning for Respiratory Motion Tracking in 2D and 3D Ultrasound Sequences for Im	6
NIR‐II Fluorescence Image Translation via Latent Space Disentanglement	6
Deep learning approach for brain tumor classification using metaheuristic optimization with gene expression data	6
An Enhanced Double‐Unet Segmentation Framework for the Early Detection of Diabetic Retinopathy	6
MaFMatch : Semi‐Supervised Medical Image Segmentation Network Based on Mixed Data and Feature Augmentation	6
Cover Image	6
Systematic study and design of multimodal MRI image augmentation for brain tumor detection with loss aware exchange and residual networks	6
Interactive CNN and Transformer‐Based Cross‐Attention Fusion Network for Medical Image Classification	6
Novel Model of Medical CT Image Segmentation Based on GANs With Residual Neural Networks	6
Application of MLEM ‐ TV Algorithm in Diffuse Correlation Tomography Blood Flow Imaging	6
Multi‐planar 3D knee MRI segmentation via UNet inspired architectures	6
OccluDentNet : Self‐Supervised 3D Tooth Segmentation via MambaTrans	6
A Novel Transfer Learning Approach for Skin Cancer Classification on ISIC 2024 3D Total Body Photo	6
Adaptive Binary Focal Loss: Enhancing Radiograph Image Classification With Balanced Specificity and Sensitivity	6
Comprehensive Experimentation of Pretrained Models on Slice‐Based Classification of Interstitial Lung Disease Patterns	6
Intelligent MRI diagnosis of neurological alterations in infants from 4 to 12 months	6
MAUNet: Polyp segmentation network based on multiscale feature fusion of attention U‐shaped network structure	6
Deep learning based Glaucoma Network Classification (GNC) using retinal images	6
HCN: Hybrid Capsule Network for Fetal Plane Classification in Ultrasound Images	6
Robust Segmentation of Skin Lesions via Confidence‐Guided ConvLSTM Integrated With Advanced Curriculum Strategies	6
ORYX‐MRSI: A fully‐automated open‐source software for proton magnetic resonance spectroscopic imaging data analysis	6
Advanced Machine Learning and Deep Learning Approaches for Accurate Epileptic Seizure Detection Using EEG Signals	6
Dual‐Path Multi‐Scale CNN for Precise Classification of Non‐Small Cell Lung Cancer	6
Enhancing Lung Cancer Screening With an Automated Deep Learning System: A Resource‐Efficient Approach	6
Unsupervised Domain Adaptation for Simultaneous Segmentation and Classification of the Retinal Arteries and Veins	6
Constructing brain functional networks with adaptive manifold regularization for early mild cognitive impairment	6
Improved GAN for image resolution enhancement using ViT for breast cancer detection	6
Privacy preserved collaborative transfer learning model with heterogeneous distributed data for brain tumor classification	5
Diagnosing of Parkinson's disease based on hand drawing analysis using Bi‐Directional LSTM equipped with fuzzy inferential soft‐max classifier	5
Hybrid Wavelet‐Deep Learning Framework for Fluorescence Microscopy Images Enhancement	5
A Center‐Border Dual‐Branch Network With Dynamic Weighted Fusion for Breast Cancer Histopathology Image Classification	5
Accurate and fast extraction of adhesive cells based on concave points detection and matching	5
Total variation‐based ultrasound image despeckling using method noise thresholding in non‐subsampled contourlet transform	5
Robust nuclei segmentation with encoder‐decoder network from the histopathological images	5
CS U‐ NET : A Medical Image Segmentation Method Integrating Spatial and Contextual Attention Mechanisms Based on U‐	5
An improved semantic segmentation for breast lesion from dynamic contrast enhanced MRI images using deep learning	5
Improved Brain Tumor Segmentation With SegFormer : A Transformer‐Based Architecture for Cross‐Dataset Generalization	5
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CAS‐GAN: A Novel Generative Adversarial Network‐Based Architecture for Coronary Artery Segmentation	5
SAtUNet: Series atrous convolution enhanced U‐Net for lung nodule segmentation	5
Federated Transfer Learning for Lung Disease Detection	5
Detection and classification of large bowel obstruction from X‐ray images using machine learning algorithms	5
Machine Learning Assisted Differential Diagnosis of Pulmonary Nodules Based on 3D Images Reconstructed From CT	5
EDenseNetViT : Leveraging Ensemble Vision Transform Integrated Transfer Learning for Advanced Differentiation and Severity Scoring of Tuberculosis	5
Segmentation of the left atrium and proximal pulmonary veins based on dimensional decomposition attention	5
XCapsNet: A deep neural network for automated detection of diabetic retinopathy	5
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ESFCU‐Net: A Lightweight Hybrid Architecture Incorporating Self‐Attention and Edge Enhancement Mechanisms for Enhanced Polyp Image Segmentation	5
Multi‐branch sustainable convolutional neural network for disease classification	5
Integrating Cross‐Scale Attention With Atrous Spatial Pyramid Pooling for Accurate Optic Disc and Cup Segmentation	5
GLAN: Global Local Attention Network for Thoracic Disease Classification to Enhance Heart Failure Diagnosis	5
A Novel Deep Learning Model Based Cancerous Lung Nodules Severity Grading Framework Using CT Images	5
Multiscale Dynamic Attention Framework for Skin Lesion Segmentation and Classification	5
Examining the classification performance of pre‐trained capsule networks on imbalanced bone marrow cell dataset	5
Filter Bank Regularized Riemannian Features Fusion Based on Dempster–Shafer Theory for Small Sample Motor Imagery Classification	5
Multimodal MRI‐Based Glioma Segmentation and MGMT Promoter Methylation Status Prediction Using Multitask Learning Architecture	5
Using a convolutional neural network model to derive imaging landmarks for lumbar spine numbering on axial magnetic resonance images	5
Efficient‐Residual Net—A Hybrid Neural Network for Automated Brain Tumor Detection	5
BCUIS‐Net: A breast cancer ultrasound image segmentation network via boundary‐aware and shape feature fusion	5
HeCapsNet: An enhanced capsule network for automated heel disease diagnosis using lateral foot X‐Ray images	5
YOLOv5 based detector for eight different urine particles components on single board computer	5
CBAM Attention Gate‐Based Lightweight Deep Neural Network Model for Improved Retinal Vessel Segmentation	5
Detection of Plus Disease in Retinopathy of Prematurity Using Deep Learning Models: Evaluating Vision Transformers and ResNet Architectures	5
Issue Information	5