Computerized Medical Imaging and Graphics

Article	Citations
Multimodal Cross Global Learnable Attention Network for MR images denoising with arbitrary modal missing	348
Entity-level multiple instance learning for mesoscopic histopathology images classification with Bayesian collaborative learning and pathological prior transfer	172
Convergent–Diffusion Denoising Model for multi-scenario CT Image Reconstruction	110
Self-supervised learning on dual-sequence magnetic resonance imaging for automatic segmentation of nasopharyngeal carcinoma	88
AFSegNet: few-shot 3D ankle-foot bone segmentation via hierarchical feature distillation and multi-scale attention and fusion	77
An anthropomorphic diagnosis system of pulmonary nodules using weak annotation-based deep learning	73
Dual attention model with reinforcement learning for classification of histology whole-slide images	70
Bayesian K-SVD for H and E blind color deconvolution. Applications to stain normalization, data augmentation and cancer classification	62
Self-supervised-RCNN for medical image segmentation with limited data annotation	60
Dual-domain accelerated MRI reconstruction using transformers with learning-based undersampling	59
A deep registration method for accurate quantification of joint space narrowing progression in rheumatoid arthritis	54
Towards explainable oral cancer recognition: Screening on imperfect images via Informed Deep Learning and Case-Based Reasoning	50
Detecting thyroid nodules along with surrounding tissues and tracking nodules using motion prior in ultrasound videos	48
Template-based graph registration network for boosting the diagnosis of brain connectivity disorders	46
Three-dimensional breast tumor segmentation on DCE-MRI with a multilabel attention-guided joint-phase-learning network	42
Retinex model based stain normalization technique for whole slide image analysis	40
Automatic artery/vein classification methods for retinal blood vessel: A review	40
Head pose-assisted localization of facial landmarks for enhanced fast registration in skull base surgery	40
Deep learning-based glomerulus detection and classification with generative morphology augmentation in renal pathology images	39
Unsupervised registration for liver CT-MR images based on the multiscale integrated spatial-weight module and dual similarity guidance	39
A comprehensive approach for evaluating lymphovascular invasion in invasive breast cancer: Leveraging multimodal MRI findings, radiomics, and deep learning analysis of intra- and peritumoral regions	35
A transformer-based hierarchical registration framework for multimodality deformable image registration	34
Editorial Board	32
CylinGCN: Cylindrical structures segmentation in 3D biomedical optical imaging by a contour-based graph convolutional network	32
Editorial Board	32

Si-MSPDNet: A multiscale Siamese network with parallel partial decoders for the 3-D measurement of spines in 3D ultrasonic images	32
Automatic detection of myocardial ischaemia using generalisable spatio-temporal hierarchical Bayesian modelling of DCE-MRI	30
Ultrasonographic pathological grading of prostate cancer using automatic region-based Gleason grading network	30
Lesion synthesis to improve intracranial hemorrhage detection and classification for CT images	29
A deep cascade of ensemble of dual domain networks with gradient-based T1 assistance and perceptual refinement for fast MRI reconstruction	29
TSU-net: Two-stage multi-scale cascade and multi-field fusion U-net for right ventricular segmentation	27
Editorial Board	27
Rapid analysis of streaming platelet images by semi-unsupervised learning	25
Editorial Board	25
Weak lesion feature extraction by dual-branch separation and enhancement network for safe hemorrhagic transformation prediction	25
Editorial Board	25
BTSC-TNAS: A neural architecture search-based transformer for brain tumor segmentation and classification	24
Guidelines for cerebrovascular segmentation: Managing imperfect annotations in the context of semi-supervised learning	24
Weakly-supervised preclinical tumor localization associated with survival prediction from lung cancer screening Chest X-ray images	24
Multi modality fusion transformer with spatio-temporal feature aggregation module for psychiatric disorder diagnosis	24
Tumor classification in automated breast ultrasound (ABUS) based on a modified extracting feature network	24
RibFractureSys: A gem in the face of acute rib fracture diagnoses	24
Multi-network approach for image segmentation in non-contrast enhanced cardiac 3D MRI of arrhythmic patients	23
Unsupervised classification of multi-contrast magnetic resonance histology of peripheral arterial disease lesions using a convolutional variational autoencoder with a Gaussian mixture model in latent	23
A 3D framework for segmentation of carotid artery vessel wall and identification of plaque compositions in multi-sequence MR images	22
Segmentation of pelvic structures in T2 MRI via MR-to-CT synthesis	22
Unsupervised adversarial neural network for enhancing vasculature in photoacoustic tomography images using optical coherence tomography angiography	22
PFMNet: Prototype-based feature mapping network for few-shot domain adaptation in medical image segmentation	22
BP-Net: Boundary and perfusion feature guided dual-modality ultrasound video analysis network for fibrous cap integrity assessment	21
One model, two brains: Automatic fetal brain extraction from MR images of twins	21
Real-time simulation of viscoelastic tissue behavior with physics-guided deep learning	21
Unpaired virtual histological staining using prior-guided generative adversarial networks	21
3D multi-scale, multi-task, and multi-label deep learning for prediction of lymph node metastasis in T1 lung adenocarcinoma patients' CT images	21
Unsupervised feature correlation model to predict breast abnormal variation maps in longitudinal mammograms	21
An artificial-intelligence lung imaging analysis system (ALIAS) for population-based nodule computing in CT scans	20
Retrospective study of deep learning to reduce noise in non-contrast head CT images	20
Classification of squamous cell carcinoma from FF-OCT images: Data selection and progressive model construction	19
Pattern classification for breast lesion on FFDM by integration of radiomics and deep features	19
Use of semi-synthetic data for catheter segmentation improvement	19
GNN-based structural information to improve DNN-based basal ganglia segmentation in children following early brain lesion	19
Dual-task ultrasound spine transverse vertebrae segmentation network with contour regularization	18
Deformable adversarial registration network with multiple loss constraints	18
Interpretable attention-based deep learning ensemble for personalized ovarian cancer treatment without manual annotations	18
Dual energy CT image prediction on primary tumor of lung cancer for nodal metastasis using deep learning	18
Precision dose prediction for breast cancer patients undergoing IMRT: The Swin-UMamba-Channel Model	17
Adjacent point aided vertebral landmark detection and Cobb angle measurement for automated AIS diagnosis	17
Unraveling the complexity of Optical Coherence Tomography image segmentation using machine and deep learning techniques: A review	17
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images	17
Using temporal and structural data to reconstruct 3D cerebral vasculature from a pair of 2D digital subtraction angiography sequences	17
Image reconstruction using UNET-transformer network for fast and low-dose PET scans	17
A survey on graph-based deep learning for computational histopathology	17
Deep learning ensembles for detecting brain metastases in longitudinal multi-modal MRI studies	17
CAVE: Cerebral artery–vein segmentation in digital subtraction angiography	16
Energy-guided diffusion model for CBCT-to-CT synthesis	16
Leverage prior texture information in deep learning-based liver tumor segmentation: A plug-and-play Texture-Based Auto Pseudo Label module	16

Fragment distance-guided dual-stream learning for automatic pelvic fracture segmentation	16
Weakly supervised deep learning for prediction of treatment effectiveness on ovarian cancer from histopathology images	16
A predictive framework based on brain volume trajectories enabling early detection of Alzheimer's disease	16
Deep convolutional feature details for better knee disorder diagnoses in magnetic resonance images	16
A2OURSR: Adaptive adjustment based real MRI super-resolution via opinion-unaware measurements	16
Shortcomings and areas for improvement in digital pathology image segmentation challenges	16
Multimodal transformer network for incomplete image generation and diagnosis of Alzheimer’s disease	15
Semantically preserving adversarial unsupervised domain adaptation network for improving disease recognition from chest x-rays	15
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation	15
ImageCAS: A large-scale dataset and benchmark for coronary artery segmentation based on computed tomography angiography images	15
3DFRINet: A Framework for the Detection and Diagnosis of Fracture Related Infection in Low Extremities Based on 18F-FDG PET/CT 3D Images	15
IMIIN: An inter-modality information interaction network for 3D multi-modal breast tumor segmentation	14
Editorial Board	14
DenResCov-19: A deep transfer learning network for robust automatic classification of COVID-19, pneumonia, and tuberculosis from X-rays	14
DSIFNet: Implicit feature network for nasal cavity and vestibule segmentation from 3D head CT	14
Multi-task network for automated analysis of high-resolution endomicroscopy images to detect cervical precancer and cancer	14
Does perfect filtering really guarantee perfect phase correction for diffusion MRI data?	13
Prior knowledge-based multi-task learning network for pulmonary nodule classification	13
Editorial Board	13
Accurate volume alignment of arbitrarily oriented tibiae based on a mutual attention network for osteoarthritis analysis	13
Editorial Board	13
Integrating features from lymph node stations for metastatic lymph node detection	13
Augmented networks for faster brain metastases detection in T1-weighted contrast-enhanced 3D MRI	13
A modified U-net with graph representation for dose prediction in esophageal cancer radiotherapy plans	13
Editorial Board	13
Editorial Board	13
ProtoSAM-3D: Interactive semantic segmentation in volumetric medical imaging via a Segment Anything Model and mask-level prototypes	12
Deep Equilibrium Unfolding Learning for Noise Estimation and Removal in Optical Molecular Imaging	12
Meta-learning guidance for robust medical image synthesis: Addressing the real-world misalignment and corruptions	12
DLPVI: Deep learning framework integrating projection, view-by-view backprojection, and image domains for high- and ultra-sparse-view CBCT reconstruction	12
SF2Former: Amyotrophic lateral sclerosis identification from multi-center MRI data using spatial and frequency fusion transformer	12
Subtraction-free artifact-aware digital subtraction angiography image generation for head and neck vessels from motion data	12
Interpretable multi-stage attention network to predict cancer subtype, microsatellite instability, TP53 mutation and TMB of endometrial and colorectal cancer	12
Long term and robust 6DoF motion tracking for highly dynamic stereo endoscopy videos	12
Towards a unified approach for unsupervised brain MRI Motion Artefact Detection with few shot Anomaly Detection	11
Post-hoc out-of-distribution detection for cardiac MRI segmentation	11
HACA3: A unified approach for multi-site MR image harmonization	11
Reciprocal assistance of intravascular imaging in three-dimensional stent reconstruction: Using cross-modal translation based on disentanglement representation	11
A multi-view contrastive learning and semi-supervised self-distillation framework for early recurrence prediction in ovarian cancer	11
Automated segmentation of epidermis in high-frequency ultrasound of pathological skin using a cascade of DeepLab v3+ networks and fuzzy connectedness	11
PCAN: Pixel-wise classification and attention network for thoracic disease classification and weakly supervised localization	11
MEF-UNet: An end-to-end ultrasound image segmentation algorithm based on multi-scale feature extraction and fusion	11
W-DRAG: A joint framework of WGAN with data random augmentation optimized for generative networks for bone marrow edema detection in dual energy CT	11
Corrigendum to “Machine learning techniques for mitoses classification” [Comput. Med. Imaging Graphics 87 January (2021) 101832]	11
CardioVision: A fully automated deep learning package for medical image segmentation and reconstruction generating digital twins for patients with aortic stenosis	11
Residual attention based uncertainty-guided mean teacher model for semi-supervised breast masses segmentation in 2D ultrasonography	11
Deep learning based automatic diagnosis of first-episode psychosis, bipolar disorder and healthy controls	10
CardSegNet: An adaptive hybrid CNN-vision transformer model for heart region segmentation in cardiac MRI	10
Stain color translation of multi-domain OSCC histopathology images using attention gated cGAN	10
Multi-task global optimization-based method for vascular landmark detection	10
Advancing post-traumatic seizure classification and biomarker identification: Information decomposition based multimodal fusion and explainable machine learning with missing neuroimaging data	10
SCANED: Siamese collateral assessment network for evaluation of collaterals from ischemic damage	10
A novel dual-network architecture for mixed-supervised medical image segmentation	10
Intracranial steno-occlusive lesion detection on time-of-flight MR angiography using multi-task learning	10
Cell comparative learning: A cervical cytopathology whole slide image classification method using normal and abnormal cells	10
A cascade and heterogeneous neural network for CT pulmonary nodule detection and its evaluation on both phantom and patient data	10
End-systole and end-diastole detection in short axis cine MRI using a fully convolutional neural network with dilated convolutions	10
Glioblastoma multiforme prognosis: MRI missing modality generation, segmentation and radiogenomic survival prediction	10
Volumetric quantification of choroid and Haller's sublayer using OCT scans: An accurate and unified approach based on stratified smoothing	10
CycleSGAN: A cycle-consistent and semantics-preserving generative adversarial network for unpaired MR-to-CT image synthesis	10
A diagnostic information based framework for super-resolution and quality assessment of retinal OCT images	9
Stenosis-DetNet: Sequence consistency-based stenosis detection for X-ray coronary angiography	9
Explainable survival analysis with uncertainty using convolution-involved vision transformer	9
Towards real time guide wire shape extraction in fluoroscopic sequences: A two phase deep learning scheme to extract sparse curvilinear structures	9
DAN-PD: Domain adaptive network with parallel decoder for polyp segmentation	9
Towards better interpretable and generalizable AD detection using collective artificial intelligence	9
Vertebrae localization, segmentation and identification using a graph optimization and an anatomic consistency cycle	9
Correspondence-based Generative Bayesian Deep Learning for semi-supervised volumetric medical image segmentation	9
Improving abdominal image segmentation with overcomplete shape priors	9
Label-informed cardiac magnetic resonance image synthesis through conditional generative adversarial networks	9
Deep learning approach for accurate prostate cancer identification and stratification using combined immunostaining of cytokeratin, p63, and racemase	9
ScribSD+: Scribble-supervised medical image segmentation based on simultaneous multi-scale knowledge distillation and class-wise contrastive regularization	9
GSM-Net: A global sequence modelling network for the segmentation of short axis CINE MRI images	9
Ultrasound volume projection image quality selection by ranking from convolutional RankNet	9
MicroSegNet: A deep learning approach for prostate segmentation on micro-ultrasound images	9
A review on brain tumor segmentation based on deep learning methods with federated learning techniques	9
A category attention instance segmentation network for four cardiac chambers segmentation in fetal echocardiography	9
Portable head CT motion artifact correction via diffusion-based generative model	8
Retraction notice to “An easy-to-use deep-learning model for highly accurate diagnosis of Parkinson’s disease using SPECT images” [Comput. Med. Imaging Graphics 87 (2021) 101810]	8
Digital imaging, technologies and artificial intelligence applications during COVID-19 pandemic	8

A transformer-based pyramid network for coronary calcified plaque segmentation in intravascular optical coherence tomography images	8
SWISTA-Nets: Subband-adaptive wavelet iterative shrinkage thresholding networks for image reconstruction	8
LA-ResUNet: Attention-based network for longitudinal liver tumor segmentation from CT images	8
Computed tomography image reconstruction using stacked U-Net	8
C2BA-UNet: A c	8
Registration on DCE-MRI images via multi-domain image-to-image translation	8
Hemorrhagic stroke lesion segmentation using a 3D U-Net with squeeze-and-excitation blocks	8
Accurate segmentation of liver tumor from multi-modality non-contrast images using a dual-stream multi-level fusion framework	8
Coarse-to-fine registration and time-intensity curves constraint for liver DCE-MRI synthesis	8
3D hemisphere-based convolutional neural network for whole-brain MRI segmentation	8
Multi-class motion-based semantic segmentation for ureteroscopy and laser lithotripsy	7
Improved real-time segmentation of Intravascular Ultrasound images using coordinate-aware fully convolutional networks	7
AGMR-Net: Attention-guided multiscale recovery framework for stroke segmentation	7
Detection of Alzheimer’s disease using features of brain region-of-interest-based individual network constructed with the sMRI image	7
Prediction of brain tumor recurrence location based on multi-modal fusion and nonlinear correlation learning	7
Corrigendum to ‘Development and evaluation of an integrated model based on a deep segmentation network and demography-added radiomics algorithm for segmentation and diagnosis of early lung adenocarcin	7
An automatic radiomic-based approach for disease localization: A pilot study on COVID-19	7
Inner-ear augmented metal artifact reduction with simulation-based 3D generative adversarial networks	7
A comparative analysis framework of 3T and 7T TOF-MRA based on automated cerebrovascular segmentation	7
A consistent deep registration network with group data modeling	7
PMNet: A probability map based scaled network for breast cancer diagnosis	7
Attri-VAE: Attribute-based interpretable representations of medical images with variational autoencoders	7
A deep learning based multiscale approach to segment the areas of interest in whole slide images	7
Deformable registration of preoperative MR and intraoperative long-length tomosynthesis images for guidance of spine surgery via image synthesis	7
Intra-domain task-adaptive transfer learning to determine acute ischemic stroke onset time	7
Automated proliferation index calculation for skin melanoma biopsy images using machine learning	7
Wasserstein-based texture analysis in radiomic studies	6
A lung biopsy path planning algorithm based on the double spherical constraint Pareto and indicators’ importance-correlation degree	6
Deformable medical image registration with global–local transformation network and region similarity constraint	6
Efficient multi-stage feedback attention for diverse lesion in cancer image segmentation	6
Automatic left ventricular cavity segmentation via deep spatial sequential network in 4D computed tomography	6
3D-QCNet – A pipeline for automated artifact detection in diffusion MRI images	6
Polyp segmentation network with hybrid channel-spatial attention and pyramid global context guided feature fusion	6
Editorial Board	6
Interpretable HER2 scoring by evaluating clinical guidelines through a weakly supervised, constrained deep learning approach	6
Dynamic MRI interpolation in temporal direction using an unsupervised generative model	6
MD-SGT: Multi-dilation spherical graph transformer for unsupervised medical image registration	6
Incremental learning for an evolving stream of medical ultrasound images via counterfactual thinking	6
Improving segmentation and detection of lesions in CT scans using intensity distribution supervision	6
Automated segmentation of deep brain structures from Inversion-Recovery MRI	6
PADS-Net: GAN-based radiomics using multi-task network of denoising and segmentation for ultrasonic diagnosis of Parkinson disease	6
A fully automatic method for vascular tortuosity feature extraction in the supra-aortic region: unraveling possibilities in stroke treatment planning	6
Shape constraint function for artery tracking in ultrasound images	6
Grey wolf assisted dragonfly-based weighted rule generation for predicting heart disease and breast cancer	6
A lightweight multi-modality medical image semantic segmentation network base on the novel UNeXt and Wave-MLP	6
A brain subcortical segmentation tool based on anatomy attentional fusion network for developing macaques	6
Symmetric pyramid network for medical image inverse consistent diffeomorphic registration	6
Resolving the non-uniformity in the feature space of age estimation: A deep learning model based on feature clusters of panoramic images	6
Enhancing cancer prediction in challenging screen-detected incident lung nodules using time-series deep learning	6
Towards radiologist-level cancer risk assessment in CT lung screening using deep learning	6
Self-supervised multi-modal feature fusion for predicting early recurrence of hepatocellular carcinoma	5
Exploring transformer reliability in clinically significant prostate cancer segmentation: A comprehensive in-depth investigation	5
Deep local-to-global feature learning for medical image super-resolution	5
Iterative confidence relabeling with deep ConvNets for organ segmentation with partial labels	5
Multiple instance learning for digital pathology: A review of the state-of-the-art, limitations & future potential	5
Cerebrovascular segmentation in phase-contrast magnetic resonance angiography by a Radon projection composition network	5
Inspect quantitative signals in placental histopathology: Computer-assisted multiple functional tissues identification through multi-model fusion and distillation framework	5
Exploratory analysis of Type B Aortic Dissection (TBAD) segmentation in 2D CTA images using various kernels	5
SGLSA: Sphygmus gated laser speckle angiography for microcirculation hemodynamics imaging	5
Semi-supervised hybrid spine network for segmentation of spine MR images	5
StrokeNet: An automated approach for segmentation and rupture risk prediction of intracranial aneurysm	5
A novel wavelet-transform-based convolution classification network for cervical lymph node metastasis of papillary thyroid carcinoma in ultrasound images	5
WISE: Efficient WSI selection for active learning in histopathology	5
TT-Net: Tensorized Transformer Network for 3D medical image segmentation	5
RPDNet: A reconstruction-regularized parallel decoders network for rectal tumor and rectum co-segmentation	5
Automated segmentation of normal and diseased coronary arteries – The ASOCA challenge	5
Deep learning for report generation on chest X-ray images	5
MSDS-UNet: A multi-scale deeply supervised 3D U-Net for automatic segmentation of lung tumor in CT	5
sTBI-GAN: An adversarial learning approach for data synthesis on traumatic brain segmentation	5
Automatic 3D joint erosion detection for the diagnosis and monitoring of rheumatoid arthritis using hand HR-pQCT images	5
Single color digital H&E staining with In-and-Out Net	5
PET-based lesion graphs meet clinical data: An interpretable cross-attention framework for DLBCL treatment response prediction	4
TSNet: Vessel segmentation with sequential frame temporal information in coronary angiography	4
NACNet: A histology context-aware transformer graph convolution network for predicting treatment response to neoadjuvant chemotherapy in Triple Negative Breast Cancer	4
FetalBrainAwareNet: Bridging GANs with anatomical insight for fetal ultrasound brain plane synthesis	4
Investigation and benchmarking of U-Nets on prostate segmentation tasks	4
One deep learning local-global model based on CT imaging to differentiate between nodular cryptococcosis and lung cancer which are hard to be diagnosed	4
Machine learning-based diagnostics of capsular invasion in thyroid nodules with wide-field second harmonic generation microscopy	4
A multiparametric MRI-based CAD system for accurate diagnosis of bladder cancer staging	4
Role of deep learning in brain tumor detection and classification (2015 to 2020): A review	4
Two-stage segmentation network with feature aggregation and multi-level attention mechanism for multi-modality heart images	4
RISING: A new framework for model-based few-view CT image reconstruction with deep learning	4
Boundary-aware glomerulus segmentation: Toward one-to-many stain generalization	4
Hybrid dual mean-teacher network with double-uncertainty guidance for semi-supervised segmentation of magnetic resonance images	4
LF-UNet – A novel anatomical-aware dual-branch cascaded deep neural network for segmentation of retinal layers and fluid from optical coherence tomography images	4
MultiNet 2.0: A lightweight attention-based deep learning network for stenosis measurement in carotid ultrasound scans and cardiovascular risk assessment	4
Feature-targeted deep learning framework for pulmonary tumorous Cone-beam CT (CBCT) enhancement with multi-task customized perceptual loss and feature-guided CycleGAN	4
Uncertainty-Aware Deep Learning for Segmentation of Primary Tumor and Pathologic Lymph Nodes in Oropharyngeal Cancer: Insights from a Multi-Center Cohort	4
ULST: U-shaped LeWin spectral transformer for virtual staining of pathological sections	4
Efficient diagnosis of retinal disorders using dual-branch semi-supervised learning (DB-SSL): An enhanced multi-class classification approach	4
End to end vision transformer architecture for brain stroke assessment based on multi-slice classification and localization using computed tomography	4
Global contextual representation via graph-transformer fusion for hepatocellular carcinoma prognosis in whole-slide images	4
An imageomics and multi-network based deep learning model for risk assessment of liver transplantation for hepatocellular cancer	4
Whole brain segmentation with full volume neural network	4