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	115
Pixel by Pixel Semantic Segmentation Approach on WSI Images for Gastric Gland Segmentation and Gastric Cancer Grade Classification Using MLP‐XAI Model	93
An efficient deep learning algorithm for the segmentation of cardiac ventricles	92
TTNet : Three‐Stages Tooth Segmentation Network Based on Tooth Masks in CBCT Images	75
Polyp segmentation network based on lightweight model and reverse attention mechanisms	70
Modified Transformer‐Based Pixel Segmentation for Breast Tumor Detection	69
A lightweight deep learning model for retinal optical coherence tomography image classification	62
Deep learning convolutional neural network ResNet101 and radiomic features accurately analyzes mpMRI imaging to predict MGMT promoter methylation status with transfer	57
A dual channel and spatial attention network for automatic spine segmentation of MRI images	57
CITMambaNet : Cross Modality Progressive Fusion ITMamba Network for PET	52
Diagnosis of glaucoma from retinal fundus images using disc localization and sequential DNN model	49
Synthesizing Images With Annotations for Medical Image Segmentation Using Diffusion Probabilistic Model	49
Development of preprocessing methods and revised EfficientNet for diabetic retinopathy detection	41
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RETRACTED: Multi‐classification of brain tumor by using deep convolutional neural network model in magnetic resonance imagin	40
Sparse‐View Imaging for Lung Cancer Detection Based on Generative Adversarial Networks and Deep Learning Models	38
Hounsfield Unit Preservation in Low‐Dose Abdomen and Pelvic CT Denoising: An Enhanced UNIT Framewo	36
Few‐shot segmentation for esophageal OCT images based on self‐supervised vision transformer	35
GRASP ‐Net: Grouped Residual Convolution U‐Net With Attention Mechanism and Atrous Spatial Pyramid Pooling for Prostate Zone Segmentation Using	34
Issue Information	33
Issue Information	33
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Relationship between reduced scattering coefficient and intracranial pressure in clinical patients under different brain edema states	32
Microaneurysm Detection With Multiscale Attention and Trident RPN	30
Tensor‐Based Weber Feature Representation of Brain CT Images for the Automated Classification of Ischemic Stroke	27

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

Sleep disorder identification using wavelet scattering on ECG signals	14
Feature Pyramid Network Based Spatial Attention and Cross‐Level Semantic Similarity for Diseases Segmentation From Capsule Endoscopy Images	14
Deformable Encoder–Decoder Network for Accurate Retinal Vessel Segmentation	14
MorphoFormer : Dual‐Branch Dilated Transformer With Pathological Prior Fusion for Cervical Cell Morphology Analysis	14
Federated learning‐based colorectal cancer classification by convolutional neural networks and general visual representation learning	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	13
SF Net: A Pyramid‐Based Feature Fusion Convolutional Neural Network With Embedded Squeeze‐and‐Excitation Mechanism for Retinal OCT Image Classification	13
A Hybrid Deep Spatiotemporal Attention‐Based Model for Parkinson's Disease Diagnosis Using Resting State EEG Signals	13
Using normalized echo state network to detect abnormal ECG patterns	13
An optimal system for increasing the contrast resolution qualities of histopathology images in the wavelet domain	12
Denoising smooth‐detail representation of MRI‐SPECT fusion	12
Classification of brain hemorrhage computed tomography images using OzNet hybrid algorithm	12
Issue Information	12
A deep conventional neural network model for glioma tumor segmentation	12
Automated Thyroid Disease Detection Using a Deep Learning Approach of Kolmogorov–Arnold Graph Neural Networks	12
A Dynamic Multi‐Output Convolutional Neural Network for Skin Lesion Classification	12
Multiscale attention network for retinal vein occlusion classification with multicolor image	12
Automatic semantic segmentation for dental restorations in panoramic radiography images using U‐Net model	12
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Feature Subspace Projection Knowledge Distillation for Medical Image Segmentation	11
Development and Diagnostic Potential of a Handheld Probe Polarization‐Sensitive Optical Coherence Tomography in Oral Mucosa Imaging	11
An Explainable AI for Blood Image Classification With Dynamic CNN Model Selection Framework	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
Rectal Cancer Segmentation: A Methodical Approach for Generalizable Deep Learning in a Multi‐Center Setting	11
A deep learning‐based x‐ray imaging diagnosis system for classification of tuberculosis, COVID‐19	11
An AG‐RetinaNet for Embryonic Blastomeres Detection and Counting	11
Towards Efficient Brain Tumor Segmentation via a Transformer‐Driven 3D U‐Net	11
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 efficient quantification of COVID‐19 in chest CT images with improved semantic segmentation using U‐Net deep structure	10
Multimodal Connectivity‐Guided Glioma Segmentation From Magnetic Resonance Images via Cascaded 3D Residual U‐Net	10
Non‐Invasive Prediction of Axillary Lymph Node Metastasis in Breast Cancer Using Combined Clinical, Radiomics, and Deep Learning Features	10
Segmentation of Brain Tumor Resections in Intraoperative 3D Ultrasound Images Using a Semisupervised Cross nnSU‐Net	10
Histopathological carcinoma classification using parallel, cross‐concatenated and grouped convolutions deep neural network	10
Comprehensive Multitask Ensemble Segmentation and Clinical Interpretation of Pancreatic and Peripancreatic Anatomy With Radiomics and Deep Learning Features	10
Advancing Cervical Cancer Classification Through a Fusion of CNN and Vision Transformer Models	10
MT‐BAAN: Multi‐View Topological Bilinear Aggregation Attention Network Model for Alzheimer's Disease Diagnosis	10
Breaking Barriers in Cancer Diagnosis: Super‐Light Compact Convolution Transformer for Colon and Lung Cancer Detection	10
Cross‐Slice Context Modeling via Hybrid Mamba‐ CNN for Universal Lesion Detection in CT Scans	10
ARCNet : Adaptive Reconstruction‐Driven Cascaded Network for Deformable Registration of Images With Pathologies	10
A Dental Fluorosis Segmentation Model Combining Dynamic Snake Convolution and Learnable Shape Prior	10
Convolutional Neural Network‐Based CT Image Segmentation of Kidney Tumours	9
A region of interest focused Triple UNet architecture for skin lesion segmentation	9
Convolution Block Extension of DCNN for Retinal Vascular Segmentation: Taxonomy and Discussion	9
Clinically Aligned AI for Diabetic Retinopathy: Interpretable Grading Based on Lesion Segmentation	9
A joint segmentation and classification framework for COVID‐19 infection segmentation and detection from chest CT images	9
A Metaheuristic‐Based Conductivity Distribution Optimization Method for Accurate Imaging in Electrical Impedance Tomography	9
Multi‐Scale Feature Integrated Dual‐Channel Attention Routing Capsule Networks Design for Enhanced Skin Cancer Classification	9
A Novel Edge‐Enhanced Networks for Optic Disc and Optic Cup Segmentation	9
C‐TUnet: A CNN‐Transformer Architecture‐Based Ultrasound Breast Image Classification Network	9
Adaptation of Compression Optical Coherence Elastography Technique for Detecting Endometrial Cancer in Clinical Conditions	9
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Improving Image Quality of Thin‐Slice and Low‐ keV Images in Dual‐Energy CT Angiography for Childr	9
Image processing and machine learning‐based bone fracture detection and classification using X‐ray images	9
An interpretable deep learning Bayesian optimized random forest framework for the diagnosis of Parkinson's disease in structural magnetic resonance images	9
Structural biomarker‐based Alzheimer's disease detection via ensemble learning techniques	9
Issue Information	9
Optimize Neural Fuzzy Systems for High‐Dimensional Breast Cancer Data Analysis: A Deep Learning Approach	9
Predicting the Early Detection of Breast Cancer Using Hybrid Machine Learning Systems and Thermographic Imaging	8
Attention augmented residual autoencoder for efficient polyp segmentation	8
Colour‐based segmentation using FCM and K‐means clustering for 3D	8
Real‐time small bowel visualization quality assessment in wireless capsule endoscopy images using different lightweight embeddable models	8
A Hybrid Convolutional Neural Network Model for the Classification of Multi‐Class Skin Cancer	8
Machine Learning Framework for Classification of COVID ‐19 Variants Using K‐mer Based DNA Sequenci	8
Efficient spine segmentation network based on multi‐scale feature extraction and multi‐dimensional spatial attention	8
Issue Information	8
Hybrid 1D CNN ‐ BiLSTM Model for Early Parkinson's Disease Detection From Speech Signals	8
Variational Inference for the Bayesian Libby‐Novick Beta Mixture Model With Feature Selection	8
Multiscale Feature Fusion Booster Network for Segmentation of Colorectal Polyp	8
CFIFusion: Dual‐Branch Complementary Feature Injection Network for Medical Image Fusion	8
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Accurate diagnosis of dementia and Alzheimer's with deep network approach based on multi‐channel feature extraction and selection	8
Pneumonia Image Classification Based on Lightweight Mobile ViT Networks	8
Assessment of magnetic resonance imaging and histopathological changes in chordoid glioma: A retrospective analysis of 13 cases	8
Convolutional Block Attention Module and Parallel Branch Architectures for Cervical Cell Classification	8
Automated knee osteoarthritis severity classification using three‐stage preprocessing method andVGG16architecture	8
ViT ‐Swin‐ UNet : A Transformer‐Based Framework for Liver Tumor Analysis in CT	8

Advancing Computer‐Assisted Diabetic Retinopathy Grading: A Super Learner Ensemble Technique for Fundus Imagery	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
Improving Stroke Segmentation and Classification Performance Using a Goal‐Oriented Deep Learning Framework	7
Advanced imaging system for brain tumor automatic classification from MRI images using HOG and	7
BATU: A Workflow for Multi‐Network Ensemble Learning in Cross‐Dataset Generalization of Skin Lesion Analysis	7
Feature Derivative‐Based Pixel Segmentation Method for Detecting Lung Tumors From CT Images	7
Fusing feature and output space for unsupervised domain adaptation on medical image segmentation	7
COVID‐19 lung infection segmentation from chest CT images based on CAPA‐ResUNet	7
Enhancing Lung Cancer Screening With an Automated Deep Learning System: A Resource‐Efficient Approach	7
A Hybrid Deep Learning Approach for Enhanced Classification of Lung Pathologies From Chest X‐Ray	7
DenseNet201 ‐ SAT : A Hybrid Attention‐Integrated Model for Glaucoma Detection	7
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Enhanced Deformation Vector Field Generation With Diffusion Models and Mamba‐Based Network for Registration Performance Enhancement	7
TAU‐EffNetB7 : A Novel Triple Attention U‐Net Approach Using EfficientNetB7 for Enhanced Polyp Segmentation	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
Discriminative Consistency Semi‐Supervised Carotid Ultrasound Plaque Segmentation by Exploiting Global Context	7
Intelligent MRI diagnosis of neurological alterations in infants from 4 to 12 months	7
Constructing brain functional networks with adaptive manifold regularization for early mild cognitive impairment	7
Systematic study and design of multimodal MRI image augmentation for brain tumor detection with loss aware exchange and residual networks	7
Lung lobe segmentation in computed tomography images based on multi‐feature fusion and ensemble learning framework	7
SOCR‐YOLO: Small Objects Detection Algorithm in Medical Images	7
Diagnose Like a Doctor: A Vision‐Guided Global–Local Fusion Network for Chest Disease Diagnosis	7
SpineDeep ‐Net: Dual‐Self‐Attention‐Based Deep Neural Network for Automating Slice Selection and Precise Transverse Plane Localization in Lumbar Spine	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
Real‐time coloring method of laser surgery video based on generative adversarial network	7
MAUNet: Polyp segmentation network based on multiscale feature fusion of attention U‐shaped network structure	7
Improved GAN for image resolution enhancement using ViT for breast cancer detection	7
A Lightweight Statistical Multi‐Feature Adaptive Attention Network for Dermoscopic Image Segmentation	7
GLRP: Global and local contrastive learning based on relative position for medical image segmentation on cardiac MRI	7
Novel Model of Medical CT Image Segmentation Based on GANs With Residual Neural Networks	6
Dual‐Path Multi‐Scale CNN for Precise Classification of Non‐Small Cell Lung Cancer	6
Comprehensive Experimentation of Pretrained Models on Slice‐Based Classification of Interstitial Lung Disease Patterns	6
Adaptive Binary Focal Loss: Enhancing Radiograph Image Classification With Balanced Specificity and Sensitivity	6
Robust Segmentation of Skin Lesions via Confidence‐Guided ConvLSTM Integrated With Advanced Curriculum Strategies	6
A Novel Method for Reconstruction of Original Images From Extracted Features Using a Combined Wavelet and Regression‐Based Approach	6
AlexNet‐NDTL: Classification of MRI brain tumor images using modified AlexNet with deep transfer learning and Lipschitz‐based data augmentation	6
A Novel Transfer Learning Approach for Skin Cancer Classification on ISIC 2024 3D Total Body Photo	6
Enhancing Skin Cancer Segmentation Using Lightweight Encoder–Decoder Architecture Integrated With Fusion of Attention Blocks	6
Application of MLEM ‐ TV Algorithm in Diffuse Correlation Tomography Blood Flow Imaging	6
Unsupervised Domain Adaptation for Simultaneous Segmentation and Classification of the Retinal Arteries and Veins	6
Cover Image	6
A Review of Deep Learning for Respiratory Motion Tracking in 2D and 3D Ultrasound Sequences for Im	6
Multi‐planar 3D knee MRI segmentation via UNet inspired architectures	6
Interactive CNN and Transformer‐Based Cross‐Attention Fusion Network for Medical Image Classification	6
HCN: Hybrid Capsule Network for Fetal Plane Classification in Ultrasound Images	6
OccluDentNet : Self‐Supervised 3D Tooth Segmentation via MambaTrans	6
Advanced Machine Learning and Deep Learning Approaches for Accurate Epileptic Seizure Detection Using EEG Signals	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
NIR‐II Fluorescence Image Translation via Latent Space Disentanglement	6
Deep Learning and Handcrafted Features for Thyroid Nodule Classification	6
FPUNet : A Multi‐Level Residual Fractional Domain Transformer Network for Ischemic Stroke Image Segmentation	6
Deep learning approach for brain tumor classification using metaheuristic optimization with gene expression data	6
Deep learning based Glaucoma Network Classification (GNC) using retinal images	6
Total variation‐based ultrasound image despeckling using method noise thresholding in non‐subsampled contourlet transform	5
Filter Bank Regularized Riemannian Features Fusion Based on Dempster–Shafer Theory for Small Sample Motor Imagery Classification	5
YOLOv5 based detector for eight different urine particles components on single board computer	5
An efficient brain tumor segmentation model based on group normalization and 3D U‐Net	5
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HeCapsNet: An enhanced capsule network for automated heel disease diagnosis using lateral foot X‐Ray images	5
Detection of Plus Disease in Retinopathy of Prematurity Using Deep Learning Models: Evaluating Vision Transformers and ResNet Architectures	5
Robust nuclei segmentation with encoder‐decoder network from the histopathological images	5
ESFCU‐Net: A Lightweight Hybrid Architecture Incorporating Self‐Attention and Edge Enhancement Mechanisms for Enhanced Polyp Image Segmentation	5
Federated Transfer Learning for Lung Disease Detection	5
Issue Information	5
Machine Learning Assisted Differential Diagnosis of Pulmonary Nodules Based on 3D Images Reconstructed From CT	5
Hybrid Wavelet‐Deep Learning Framework for Fluorescence Microscopy Images Enhancement	5
Privacy preserved collaborative transfer learning model with heterogeneous distributed data for brain tumor classification	5
XCapsNet: A deep neural network for automated detection of diabetic retinopathy	5
Segmentation of the left atrium and proximal pulmonary veins based on dimensional decomposition attention	5
Using a convolutional neural network model to derive imaging landmarks for lumbar spine numbering on axial magnetic resonance images	5
Enhanced BoxInst for Weakly Supervised Liver Tumor Instance Segmentation in CT Images	5
Improved Brain Tumor Segmentation With SegFormer : A Transformer‐Based Architecture for Cross‐Dataset Generalization	5
Issue Information	5
A Novel Deep Learning Model Based Cancerous Lung Nodules Severity Grading Framework Using CT Images	5
Multi‐branch sustainable convolutional neural network for disease classification	5
GLAN: Global Local Attention Network for Thoracic Disease Classification to Enhance Heart Failure Diagnosis	5
Diagnosing of Parkinson's disease based on hand drawing analysis using Bi‐Directional LSTM equipped with fuzzy inferential soft‐max classifier	5
Examining the classification performance of pre‐trained capsule networks on imbalanced bone marrow cell dataset	5
Detection and classification of large bowel obstruction from X‐ray images using machine learning algorithms	5
EDenseNetViT : Leveraging Ensemble Vision Transform Integrated Transfer Learning for Advanced Differentiation and Severity Scoring of Tuberculosis	5
Multimodal MRI‐Based Glioma Segmentation and MGMT Promoter Methylation Status Prediction Using Multitask Learning Architecture	5
CBAM Attention Gate‐Based Lightweight Deep Neural Network Model for Improved Retinal Vessel Segmentation	5
Efficient‐Residual Net—A Hybrid Neural Network for Automated Brain Tumor Detection	5
MR Brain Tumor Image Segmentation Based on EA ‐ UNet	5
RETRACTED: SAtUNet: Series atrous convolution enhanced U‐Net for lung nodule segmentation	5
Integrating Cross‐Scale Attention With Atrous Spatial Pyramid Pooling for Accurate Optic Disc and Cup Segmentation	5
Multiscale Dynamic Attention Framework for Skin Lesion Segmentation and Classification	5
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CAS‐GAN: A Novel Generative Adversarial Network‐Based Architecture for Coronary Artery Segmentation	5
Enhancing Breast Cancer Diagnosis: Harnessing Deep Learning With Pretrained and Hybrid CNNs for Efficient Mammogram Analysis	5
TCSAFormer : Efficient Vision Transformer With Token Compression and Sparse Attention for Medical Image Segmentation	5
Accurate and fast extraction of adhesive cells based on concave points detection and matching	5
A Center‐Border Dual‐Branch Network With Dynamic Weighted Fusion for Breast Cancer Histopathology Image Classification	5