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	111
Pixel by Pixel Semantic Segmentation Approach on WSI Images for Gastric Gland Segmentation and Gastric Cancer Grade Classification Using MLP‐XAI Model	90
Development of preprocessing methods and revised EfficientNet for diabetic retinopathy detection	84
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An efficient deep learning algorithm for the segmentation of cardiac ventricles	66
TTNet : Three‐Stages Tooth Segmentation Network Based on Tooth Masks in CBCT Images	65
Polyp segmentation network based on lightweight model and reverse attention mechanisms	56
A novel automated depression detection technique using text transcript	56
Modified Transformer‐Based Pixel Segmentation for Breast Tumor Detection	55
GRASP ‐Net: Grouped Residual Convolution U‐Net With Attention Mechanism and Atrous Spatial Pyramid Pooling for Prostate Zone Segmentation Using	50
Deep learning convolutional neural network ResNet101 and radiomic features accurately analyzes mpMRI imaging to predict MGMT promoter methylation status with transfer	47
Synthesizing Images With Annotations for Medical Image Segmentation Using Diffusion Probabilistic Model	41
Few‐shot segmentation for esophageal OCT images based on self‐supervised vision transformer	40
A lightweight deep learning model for retinal optical coherence tomography image classification	38
CITMambaNet : Cross Modality Progressive Fusion ITMamba Network for PET	38
A dual channel and spatial attention network for automatic spine segmentation of MRI images	37
Diagnosis of glaucoma from retinal fundus images using disc localization and sequential DNN model	37
RETRACTED: Multi‐classification of brain tumor by using deep convolutional neural network model in magnetic resonance imagin	37
Issue Information	35
Issue Information	34
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An automatic gastric polyp detection technique using deep learning	33
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
VMC‐UNet: A Vision Mamba‐CNN U‐Net for Tumor Segmentation in Breast Ultrasound Image	32

Microaneurysm Detection With Multiscale Attention and Trident RPN	32
Tensor‐Based Weber Feature Representation of Brain CT Images for the Automated Classification of Ischemic Stroke	31
A joint autoencoder and classifier deep neural network for AD and MCI classification	29
OPFSS: A Few‐Shot Medical Image Segmentation Algorithm Based on Optimized Pseudo‐Annotations and Self‐Attention	29
Performance analysis of various denoising filters on intravascular ultrasound coronary artery images	27
Feature selection and classification using bio‐inspired algorithms for the diagnosis of pulmonary emphysema subtypes	26
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	25
GSCCANet : Dual Decoder Network Fusing Edge Focus and Global Channel Attention for Precise Segmentation of Colonic Polyps	24
A Novel Framework for Lung Disease Classification Using Multiscale Convolutional Neural Networks With an Integrated Dynamic Attention Mechanism	23
RIBM3DU‐Net: Glioma tumour substructures segmentation in magnetic resonance images using residual‐inception block with modified 3D U‐Net architecture	22
TPA ‐Seg: Multi‐Class Nucleus Segmentation Using Text Prompts and Cross‐Attention	22
U 2 ‐ DBA : A Dual‐Scale Boundary‐Aware N	22
Multiloss strategy for breast cancer subtype classification using digital breast tomosynthesis	21
Squeeze and multi‐context attention for polyp segmentation	21
Development and validation of an artificial intelligence software for periodontal bone loss in panoramic imaging	21
Identification of Autism Through Fractal Analysis of EEG Signals and Bayesian Optimized Artificial Neural Network	21
Retraction: Optimal brain tumor diagnosis based on deep learning and balanced sparrow search algorithm	21
Empowering ultrasound image filtering precision by reducing speckles and preserving edge cues	20
Registration‐enhanced multiple instance learning for cervical cancer whole slide image classification	20
SSANet—Novel Residual Network for Computer‐Aided Diagnosis of Pulmonary Nodules in Chest Computed Tomography	20
Two‐dimensional medical image segmentation based on U‐shaped structure	20
Rapid Early Screening for Lymphedema Using Kinect	19
SPICE : Leveraging Soft Probabilistic Causal Intervention for Breast Ultrasound Tumor Segmentation	19
Multi‐level deep learning based lung cancer classifier for classification based on tumour‐node‐metastasis approach	18
A modified contrast source inversion method for microwave tomographic imaging of Debye dispersive media	18
Deep Depthwise Residual Network for Knee Meniscus Segmentation From Magnetic Resonance Imaging	17
IGF ‐ CNN : An Optimized Deep Learning Model for Covid‐19 Classification	17
DFABU ‐Net: A Dual Parallel Branch Medical Image Segmentation Model With Attention Mechanism	17
Embedded System‐Based Malaria Detection From Blood Smear Images Using Lightweight Deep Learning Model	17
Distributed autoencoder classifier network for small‐scale and scattered COVID‐19 dataset classification	16
Preparing a successful Special Issue proposal	16
Enhanced ECG Signal Classification Using Multi‐Branch Convolutions and Mamba Blocks With State‐Space Models	16
Ventricular segmentation and modeling using topological watershed transformation and harmonic state model	16
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Hybrid MRUNet +: Enhanced Multi‐Structure Retinal Segmentation for Optic Cup, Disc, and Vascular Features in Complex Imaging Conditions	16
Prediction of drug amount in Parkinson's disease using hybrid machine learning systems and radiomics features	16
An automatic measurement method for ankle key angles based on point cloud segmentation network	16
Efficient multiscale spatial attention3Dabdominal multiorgan segmentation model	15
SABOS‐Net: Self‐supervised attention based network for automatic organ segmentation of head and neck CT images	15
A Novel Network With Spectrum Transformer and Triplet Attention for CT Image Segmentation	15
Automated Segmentation of Brain Gliomas in Multimodal MRI Data	15
Cover Image	15
Issue Information	15
Classification of brain hemorrhage computed tomography images using OzNet hybrid algorithm	14
A CNN transfer learning‐based approach for segmentation and classification of brain stroke from noncontrast CT images	14
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
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
Identification of biological markers in cancer disease using explainable artificial intelligence	14

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

Advanced imaging system for brain tumor automatic classification from MRI images using HOG and	7
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CFIFusion: Dual‐Branch Complementary Feature Injection Network for Medical Image Fusion	7
SOCR‐YOLO: Small Objects Detection Algorithm in Medical Images	7
A Lightweight Statistical Multi‐Feature Adaptive Attention Network for Dermoscopic Image Segmentation	7
Enhanced Deformation Vector Field Generation With Diffusion Models and Mamba‐Based Network for Registration Performance Enhancement	7
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
Discriminative Consistency Semi‐Supervised Carotid Ultrasound Plaque Segmentation by Exploiting Global Context	7
MAUNet: Polyp segmentation network based on multiscale feature fusion of attention U‐shaped network structure	7
Intelligent MRI diagnosis of neurological alterations in infants from 4 to 12 months	7
MacD‐Net : An automatic guided‐ensemble approach for macular pathology detection using optical coherence tomography images	7
Recognizing of Vocal Fold Disorders From High Speed Video: Use of Spatio‐Temporal Deep Neural Networks	7
COVID‐19 lung infection segmentation from chest CT images based on CAPA‐ResUNet	7
GLRP: Global and local contrastive learning based on relative position for medical image segmentation on cardiac MRI	7
Real‐time small bowel visualization quality assessment in wireless capsule endoscopy images using different lightweight embeddable models	7
SpineDeep ‐Net: Dual‐Self‐Attention‐Based Deep Neural Network for Automating Slice Selection and Precise Transverse Plane Localization in Lumbar Spine	7
Deep learning based Glaucoma Network Classification (GNC) using retinal images	7
Improved GAN for image resolution enhancement using ViT for breast cancer detection	7
Fusing feature and output space for unsupervised domain adaptation on medical image segmentation	7
TAU‐EffNetB7 : A Novel Triple Attention U‐Net Approach Using EfficientNetB7 for Enhanced Polyp Segmentation	7
Feature Derivative‐Based Pixel Segmentation Method for Detecting Lung Tumors From CT Images	7
A new medical image enhancement algorithm using adaptive parameters	7
Lung lobe segmentation in computed tomography images based on multi‐feature fusion and ensemble learning framework	7
Diagnose Like a Doctor: A Vision‐Guided Global–Local Fusion Network for Chest Disease Diagnosis	7
BATU: A Workflow for Multi‐Network Ensemble Learning in Cross‐Dataset Generalization of Skin Lesion Analysis	7
Improving Stroke Segmentation and Classification Performance Using a Goal‐Oriented Deep Learning Framework	7
Systematic study and design of multimodal MRI image augmentation for brain tumor detection with loss aware exchange and residual networks	7
AlexNet‐NDTL: Classification of MRI brain tumor images using modified AlexNet with deep transfer learning and Lipschitz‐based data augmentation	6
Comprehensive Experimentation of Pretrained Models on Slice‐Based Classification of Interstitial Lung Disease Patterns	6
MaFMatch : Semi‐Supervised Medical Image Segmentation Network Based on Mixed Data and Feature Augmentation	6
OccluDentNet : Self‐Supervised 3D Tooth Segmentation via MambaTrans	6
Enhancing Skin Cancer Segmentation Using Lightweight Encoder–Decoder Architecture Integrated With Fusion of Attention Blocks	6
Multi‐planar 3D knee MRI segmentation via UNet inspired architectures	6
Deep Learning and Handcrafted Features for Thyroid Nodule Classification	6
Dual‐Path Multi‐Scale CNN for Precise Classification of Non‐Small Cell Lung Cancer	6
Adaptive Binary Focal Loss: Enhancing Radiograph Image Classification With Balanced Specificity and Sensitivity	6
Cover Image	6
Application of MLEM ‐ TV Algorithm in Diffuse Correlation Tomography Blood Flow Imaging	6
Interactive CNN and Transformer‐Based Cross‐Attention Fusion Network for Medical Image Classification	6
NIR‐II Fluorescence Image Translation via Latent Space Disentanglement	6
Robust Segmentation of Skin Lesions via Confidence‐Guided ConvLSTM Integrated With Advanced Curriculum Strategies	6
Constructing brain functional networks with adaptive manifold regularization for early mild cognitive impairment	6
Unsupervised Domain Adaptation for Simultaneous Segmentation and Classification of the Retinal Arteries and Veins	6
FPUNet : A Multi‐Level Residual Fractional Domain Transformer Network for Ischemic Stroke Image Segmentation	6
Novel Model of Medical CT Image Segmentation Based on GANs With Residual Neural Networks	6
Advanced Machine Learning and Deep Learning Approaches for Accurate Epileptic Seizure Detection Using EEG Signals	6
A Review of Deep Learning for Respiratory Motion Tracking in 2D and 3D Ultrasound Sequences for Im	6
HCN: Hybrid Capsule Network for Fetal Plane Classification in Ultrasound Images	6
An Enhanced Double‐Unet Segmentation Framework for the Early Detection of Diabetic Retinopathy	6
Multiscale Dynamic Attention Framework for Skin Lesion Segmentation and Classification	5
A Novel Deep Learning Model Based Cancerous Lung Nodules Severity Grading Framework Using CT Images	5
A Novel Transfer Learning Approach for Skin Cancer Classification on ISIC 2024 3D Total Body Photo	5
CS U‐ NET : A Medical Image Segmentation Method Integrating Spatial and Contextual Attention Mechanisms Based on U‐	5
CBAM Attention Gate‐Based Lightweight Deep Neural Network Model for Improved Retinal Vessel Segmentation	5
A Center‐Border Dual‐Branch Network With Dynamic Weighted Fusion for Breast Cancer Histopathology Image Classification	5
Segmentation of the left atrium and proximal pulmonary veins based on dimensional decomposition attention	5
HeCapsNet: An enhanced capsule network for automated heel disease diagnosis using lateral foot X‐Ray images	5
EDenseNetViT : Leveraging Ensemble Vision Transform Integrated Transfer Learning for Advanced Differentiation and Severity Scoring of Tuberculosis	5
MR Brain Tumor Image Segmentation Based on EA ‐ UNet	5
CAS‐GAN: A Novel Generative Adversarial Network‐Based Architecture for Coronary Artery Segmentation	5
RETRACTED: SAtUNet: Series atrous convolution enhanced U‐Net for lung nodule segmentation	5
Detection of Plus Disease in Retinopathy of Prematurity Using Deep Learning Models: Evaluating Vision Transformers and ResNet Architectures	5
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Robust nuclei segmentation with encoder‐decoder network from the histopathological images	5
Enhancing Lung Cancer Screening With an Automated Deep Learning System: A Resource‐Efficient Approach	5
Total variation‐based ultrasound image despeckling using method noise thresholding in non‐subsampled contourlet transform	5
Detection and classification of large bowel obstruction from X‐ray images using machine learning algorithms	5
XCapsNet: A deep neural network for automated detection of diabetic retinopathy	5
Efficient‐Residual Net—A Hybrid Neural Network for Automated Brain Tumor Detection	5
Enhanced BoxInst for Weakly Supervised Liver Tumor Instance Segmentation in CT Images	5
Issue Information	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
Privacy preserved collaborative transfer learning model with heterogeneous distributed data for brain tumor classification	5
GLAN: Global Local Attention Network for Thoracic Disease Classification to Enhance Heart Failure Diagnosis	5
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Deep learning approach for brain tumor classification using metaheuristic optimization with gene expression data	5
Using a convolutional neural network model to derive imaging landmarks for lumbar spine numbering on axial magnetic resonance images	5
BCUIS‐Net : A breast cancer ultrasound image segmentation network via boundary‐aware and shape feature fusion	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
An efficient brain tumor segmentation model based on group normalization and 3D U‐Net	5
Multi‐branch sustainable convolutional neural network for disease classification	5
ESFCU‐Net: A Lightweight Hybrid Architecture Incorporating Self‐Attention and Edge Enhancement Mechanisms for Enhanced Polyp Image Segmentation	5
YOLOv5 based detector for eight different urine particles components on single board computer	5
Integrating Cross‐Scale Attention With Atrous Spatial Pyramid Pooling for Accurate Optic Disc and Cup Segmentation	5
Enhancement of Chest X‐Ray Images Classification With Fuzzy‐Variable Neural Network Activation Function	4
Reduction Accelerated Adaptive Step‐Size FISTA Based Smooth‐Lasso Regularization for Fluorescence Molecular Tomography Reconstruction	4
A powerful probabilistic model for noise analysis in medical images	4
MTGWNN: A Multi‐Template Graph Wavelet Neural Network Identification Model for Autism Spectrum Disorder	4
Enhancing Melanoma Diagnostic: Harnessing the Synergy of AI and CNNs for Groundbreaking Advances in Early Melanoma Detection and Treatment Strategies	4
CXR‐ODDet: An Omni‐Decoupled Multi‐Class Lesion Localization Framework for Automatic Chest X‐Ray Analysis	4
Efficient breast cancer diagnosis using multi‐level progressive feature aggregation based deep transfer learning system	4
Handling dataset dependence with model ensembles for skin lesion classification from dermoscopic and clinical images	4
Morphological Complexity of Intrapapillary Capillary Loops for Predicting the Invasion Depth of Superficial Esophageal Neoplasms Using Narrow‐Band Imaging	4