Computerized Medical Imaging and Graphics

Article	Citations
Unsupervised adversarial neural network for enhancing vasculature in photoacoustic tomography images using optical coherence tomography angiography	371
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	184
Multimodal Cross Global Learnable Attention Network for MR images denoising with arbitrary modal missing	94
Z-SSMNet: Zonal-aware Self-supervised Mesh Network for prostate cancer detection and diagnosis with Bi-parametric MRI	81
Editorial Board	80
Head pose-assisted localization of facial landmarks for enhanced fast registration in skull base surgery	73
Multi modality fusion transformer with spatio-temporal feature aggregation module for psychiatric disorder diagnosis	69
Segmentation of pelvic structures in T2 MRI via MR-to-CT synthesis	60
A transformer-based hierarchical registration framework for multimodality deformable image registration	57
Unpaired virtual histological staining using prior-guided generative adversarial networks	53
Interpretable attention-based deep learning ensemble for personalized ovarian cancer treatment without manual annotations	50
Unsupervised feature correlation model to predict breast abnormal variation maps in longitudinal mammograms	50
Unraveling the complexity of Optical Coherence Tomography image segmentation using machine and deep learning techniques: A review	48
Intracranial steno-occlusive lesion detection on time-of-flight MR angiography using multi-task learning	46
C2BA-UNet: A c	45
Editorial Board	41
Interpretable multi-stage attention network to predict cancer subtype, microsatellite instability, TP53 mutation and TMB of endometrial and colorectal cancer	36
Subtraction-free artifact-aware digital subtraction angiography image generation for head and neck vessels from motion data	36
Prior knowledge-based multi-task learning network for pulmonary nodule classification	35
DSIFNet: Implicit feature network for nasal cavity and vestibule segmentation from 3D head CT	34
Corrigendum to “Machine learning techniques for mitoses classification” [Comput. Med. Imaging Graphics 87 January (2021) 101832]	34
Computed tomography image reconstruction using stacked U-Net	33
Portable head CT motion artifact correction via diffusion-based generative model	33
Hemorrhagic stroke lesion segmentation using a 3D U-Net with squeeze-and-excitation blocks	32
CardSegNet: An adaptive hybrid CNN-vision transformer model for heart region segmentation in cardiac MRI	32

IMIIN: An inter-modality information interaction network for 3D multi-modal breast tumor segmentation	29
SCANED: Siamese collateral assessment network for evaluation of collaterals from ischemic damage	28
Deep learning approach for accurate prostate cancer identification and stratification using combined immunostaining of cytokeratin, p63, and racemase	27
Accurate segmentation of liver tumor from multi-modality non-contrast images using a dual-stream multi-level fusion framework	27
A category attention instance segmentation network for four cardiac chambers segmentation in fetal echocardiography	27
Improving segmentation and detection of lesions in CT scans using intensity distribution supervision	26
Self-supervised multi-modal feature fusion for predicting early recurrence of hepatocellular carcinoma	26
A lung biopsy path planning algorithm based on the double spherical constraint Pareto and indicators’ importance-correlation degree	26
Detection of Alzheimer’s disease using features of brain region-of-interest-based individual network constructed with the sMRI image	26
A brain subcortical segmentation tool based on anatomy attentional fusion network for developing macaques	26
An automatic radiomic-based approach for disease localization: A pilot study on COVID-19	26
3D-QCNet – A pipeline for automated artifact detection in diffusion MRI images	26
WISE: Efficient WSI selection for active learning in histopathology	25
Automated segmentation of deep brain structures from Inversion-Recovery MRI	25
A novel wavelet-transform-based convolution classification network for cervical lymph node metastasis of papillary thyroid carcinoma in ultrasound images	25
Incremental learning for an evolving stream of medical ultrasound images via counterfactual thinking	25
A multiparametric MRI-based CAD system for accurate diagnosis of bladder cancer staging	24
Measuring variability of local brain volume using improved volume preserved warping	24
Semi-supervised hybrid spine network for segmentation of spine MR images	24
Editorial Board	24
Inner-ear augmented metal artifact reduction with simulation-based 3D generative adversarial networks	24
MultiNet 2.0: A lightweight attention-based deep learning network for stenosis measurement in carotid ultrasound scans and cardiovascular risk assessment	23
SC-GAN: Structure-completion generative adversarial network for synthetic CT generation from MR images with truncated anatomy	23
Sequence based local–global information fusion framework for vertebrae detection under pathological and FOV variation challenges	23
A novel center-based deep contrastive metric learning method for the detection of polymicrogyria in pediatric brain MRI	23
Quasi-supervised learning for super-resolution PET	23
Improving Vessel Segmentation with Multi-Task Learning and Auxiliary Data Available Only During Model Training	22
Multimodal fusion diagnosis of depression and anxiety based on CNN-LSTM model	22
Fully automatic segmentation and monitoring of choriocapillaris flow voids in OCTA images	21
BBox-Guided Segmentor: Leveraging expert knowledge for accurate stroke lesion segmentation using weakly supervised bounding box prior	21
Automatic development of 3D anatomical models of border zone and core scar regions in the left ventricle	21
AugmentA: Patient-specific augmented atrial model generation tool	21
Super-resolution of magnetic resonance images using Generative Adversarial Networks	21
3D dissimilar-siamese-u-net for hyperdense Middle cerebral artery sign segmentation	21
Deep reinforcement learning framework for thoracic diseases classification via prior knowledge guidance	21
Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localization	21
CT synthesis from MR in the pelvic area using Residual Transformer Conditional GAN	20
What is the state of the art of computer vision-assisted cytology? A Systematic Literature Review	20
Development and dosimetric assessment of an automatic dental artifact classification tool to guide artifact management techniques in a fully automated treatment planning workflow	20
Contrastive learning in brain imaging	19
Distance guided generative adversarial network for explainable medical image classifications	19
Uncertainty-aware regression model to predict post-operative visual acuity in patients with macular holes	19
A community-based approach to image analysis of cells, tissues and tumors	19
MRI texture-based radiomics analysis for the identification of altered functional networks in alcoholic patients and animal models	18
Dynamic recurrent inference machines for accelerated MRI-guided radiotherapy of the liver	18
Retinal OCT speckle as a biomarker for glaucoma diagnosis and staging	18
Uncertainty-aware body composition analysis with deep regression ensembles on UK Biobank MRI	18
CPTV: Classification by tracking of carotid plaque in ultrasound videos	17
Automatic summarization of endoscopic skull base surgical videos through object detection and hidden Markov modeling	17
Towards human-level performance on automatic pose estimation of infant spontaneous movements	17

An unsupervised method for histological image segmentation based on tissue cluster level graph cut	16
Unsupervised domain adaptation based on feature and edge alignment for femur X-ray image segmentation	16
Automated assessment of glomerulosclerosis and tubular atrophy using deep learning	16
Fast X-ray/CT image registration based on perspective projection triangular features	16
Deep reinforcement learning and convolutional autoencoders for anomaly detection of congenital inner ear malformations in clinical CT images	16
Hierarchical multimodal fusion framework based on noisy label learning and attention mechanism for cancer classification with pathology and genomic features	16
Bridging 2D and 3D segmentation networks for computation-efficient volumetric medical image segmentation: An empirical study of 2.5D solutions	16
Utilizing domain knowledge to improve the classification of intravenous contrast phase of CT scans	16
DC-cycleGAN: Bidirectional CT-to-MR synthesis from unpaired data	15
Cerebrovascular segmentation in phase-contrast magnetic resonance angiography by multi-feature fusion and vessel completion	15
On-cloud decision-support system for non-small cell lung cancer histology characterization from thorax computed tomography scans	15
Cervical OCT image classification using contrastive masked autoencoders with Swin Transformer	15
MRI-based vector radiomics for predicting breast cancer HER2 status and its changes after neoadjuvant therapy	15
Self-attentional microvessel segmentation via squeeze-excitation transformer Unet	15
Progress and trends in neurological disorders research based on deep learning	15
Attention guided discriminative feature learning and adaptive fusion for grading hepatocellular carcinoma with Contrast-enhanced MR	15
MICDIR: Multi-scale inverse-consistent deformable image registration using UNetMSS with self-constructing graph latent	15
Blockchain and homomorphic encryption based privacy-preserving model aggregation for medical images	15
Invasion depth estimation of carcinoma cells using adaptive stain normalization to improve epidermis segmentation accuracy	14
iPCa-Net: A CNN-based framework for predicting incidental prostate cancer using multiparametric MRI	14
Unpaired multi-modal training and single-modal testing for detecting signs of endometriosis	14
PatchCL-AE: Anomaly detection for medical images using patch-wise contrastive learning-based auto-encoder	14
TSU-net: Two-stage multi-scale cascade and multi-field fusion U-net for right ventricular segmentation	13
Retrospective study of deep learning to reduce noise in non-contrast head CT images	13
Deep learning ensembles for detecting brain metastases in longitudinal multi-modal MRI studies	13
RibFractureSys: A gem in the face of acute rib fracture diagnoses	13
Multi-network approach for image segmentation in non-contrast enhanced cardiac 3D MRI of arrhythmic patients	13
Adjacent point aided vertebral landmark detection and Cobb angle measurement for automated AIS diagnosis	13
PFMNet: Prototype-based feature mapping network for few-shot domain adaptation in medical image segmentation	13
A 3D framework for segmentation of carotid artery vessel wall and identification of plaque compositions in multi-sequence MR images	13
Towards explainable oral cancer recognition: Screening on imperfect images via Informed Deep Learning and Case-Based Reasoning	13
Leverage prior texture information in deep learning-based liver tumor segmentation: A plug-and-play Texture-Based Auto Pseudo Label module	13
HACA3: A unified approach for multi-site MR image harmonization	12
PCAN: Pixel-wise classification and attention network for thoracic disease classification and weakly supervised localization	12
Three-dimensional breast tumor segmentation on DCE-MRI with a multilabel attention-guided joint-phase-learning network	12
Towards better interpretable and generalizable AD detection using collective artificial intelligence	12
Weak lesion feature extraction by dual-branch separation and enhancement network for safe hemorrhagic transformation prediction	12
A review on brain tumor segmentation based on deep learning methods with federated learning techniques	12
One-shot learning for generalization in medical image classification across modalities	12
Stain color translation of multi-domain OSCC histopathology images using attention gated cGAN	12
3D hemisphere-based convolutional neural network for whole-brain MRI segmentation	12
Automatic left ventricular cavity segmentation via deep spatial sequential network in 4D computed tomography	12
Editorial Board	12
End-systole and end-diastole detection in short axis cine MRI using a fully convolutional neural network with dilated convolutions	12
MD-SGT: Multi-dilation spherical graph transformer for unsupervised medical image registration	11
A lightweight multi-modality medical image semantic segmentation network base on the novel UNeXt and Wave-MLP	11
Role of deep learning in brain tumor detection and classification (2015 to 2020): A review	11
Deep local-to-global feature learning for medical image super-resolution	11
Dynamic MRI interpolation in temporal direction using an unsupervised generative model	11
Automated segmentation of normal and diseased coronary arteries – The ASOCA challenge	11
End to end vision transformer architecture for brain stroke assessment based on multi-slice classification and localization using computed tomography	11
MedBLIP: A Multimodal Method of Medical Question-Answering Based on Fine-Tuning Large Language Model	11
FetalBrainAwareNet: Bridging GANs with anatomical insight for fetal ultrasound brain plane synthesis	11
Towards radiologist-level cancer risk assessment in CT lung screening using deep learning	11
RPDNet: A reconstruction-regularized parallel decoders network for rectal tumor and rectum co-segmentation	11
Medical report generation based on multimodal federated learning	11
Deformable registration of preoperative MR and intraoperative long-length tomosynthesis images for guidance of spine surgery via image synthesis	11
Main challenges on the curation of large scale datasets for pancreas segmentation using deep learning in multi-phase CT scans: Focus on cardinality, manual refinement, and annotation quality	10
Siamese pyramidal deep learning network for strain estimation in 3D cardiac cine-MR	10
A benchmark bone marrow aspirate smear dataset and a multi-scale cell detection model for the diagnosis of hematological disorders	10
Boundary-enhanced semi-supervised retinal layer segmentation in optical coherence tomography images using fewer labels	10
Whole brain segmentation with full volume neural network	10
End-to-end multi-task learning approaches for the joint epiretinal membrane segmentation and screening in OCT images	10
Computer-assisted diagnosis for axillary lymph node metastasis of early breast cancer based on transformer with dual-modal adaptive mid-term fusion using ultrasound elastography	10
Machine learning-based diagnostics of capsular invasion in thyroid nodules with wide-field second harmonic generation microscopy	10
Enhancing trabecular CT scans based on deep learning with multi-strategy fusion	10
A semi-supervised multiview-MRI network for the detection of Knee Osteoarthritis	10
Boundary-aware glomerulus segmentation: Toward one-to-many stain generalization	10
Editorial Board	9
Optic disc localization in fundus images through accumulated directional and radial blur analysis	9
Standardized measurement of mid-surface shift of brain based on deep Hough transform	9
Cross-modality cerebrovascular segmentation based on pseudo-label generation via paired data	9
QUIZ: An arbitrary volumetric point matching method for medical image registration	9
Calcium deblooming in coronary computed tomography angiography via semantic-oriented generative adversarial network	9
Sub-features orthogonal decoupling: Detecting bone wall absence via a small number of abnormal examples for temporal CT images	9
Weakly supervised multi-modal contrastive learning framework for predicting the HER2 scores in breast cancer	9
Geometric deep learning on brain shape predicts sex and age	9
Time multiscale regularization for nonlinear image registration	9
Impact and implications of mixed plaque class in automated characterization of complex atherosclerotic lesions	9
Weakly supervised detection of pheochromocytomas and paragangliomas in CT using noisy data	9

CGNet: Few-shot learning for Intracranial Hemorrhage Segmentation	9
Anatomical attention-based prediction of postoperative pulmonary venous obstruction via CTA images	9
A novel approach for estimating lung tumor motion based on dynamic features in 4D-CT	8
A novel generative model for brain tumor detection using magnetic resonance imaging	8
A unified approach to medical image segmentation by leveraging mixed supervision and self and transfer learning (MIST)	8
Annotation-free prediction of treatment-specific tissue outcome from 4D CT perfusion imaging in acute ischemic stroke	8
CrossU-Net: Dual-modality cross-attention U-Net for segmentation of precancerous lesions in gastric cancer	8
Versatile multi-constrained planning for thermal ablation of large liver tumors	8
NaMA-Mamba: Foundation model for generalizable nasal disease detection using masked autoencoder with Mamba on endoscopic images	8
CIS-UNet: Multi-class segmentation of the aorta in computed tomography angiography via context-aware shifted window self-attention	8
Gland context networks: A novel approach for improving prostate cancer identification	8
A review of AutoML optimization techniques for medical image applications	8
Predicting 4D liver MRI for MR-guided interventions	8
Synthetically trained convolutional neural networks for improved tensor estimation from free-breathing cardiac DTI	8
Boosting medical image segmentation via conditional-synergistic convolution and lesion decoupling	8
Deep-active-learning approach towards accurate right ventricular segmentation using a two-level uncertainty estimation	7
BTSC-TNAS: A neural architecture search-based transformer for brain tumor segmentation and classification	7
Semantically preserving adversarial unsupervised domain adaptation network for improving disease recognition from chest x-rays	7
3D multi-scale, multi-task, and multi-label deep learning for prediction of lymph node metastasis in T1 lung adenocarcinoma patients' CT images	7
SMILE: Siamese Multi-scale Interactive-representation LEarning for Hierarchical Diffeomorphic Deformable image registration	7
P2	7
Evidence modeling for reliability learning and interpretable decision-making under multi-modality medical image segmentation	7
AFSegNet: few-shot 3D ankle-foot bone segmentation via hierarchical feature distillation and multi-scale attention and fusion	7
Si-MSPDNet: A multiscale Siamese network with parallel partial decoders for the 3-D measurement of spines in 3D ultrasonic images	7
A graph neural network-based model with out-of-distribution robustness for enhancing antiretroviral therapy outcome prediction for HIV-1	7
Unsupervised registration for liver CT-MR images based on the multiscale integrated spatial-weight module and dual similarity guidance	7
Dual-task kidney MR segmentation with transformers in autosomal-dominant polycystic kidney disease	7
Robust brain MRI image classification with SIBOW-SVM	7
SSTU: Swin-Spectral Transformer U-Net for hyperspectral whole slide image reconstruction	7
A deep cascade of ensemble of dual domain networks with gradient-based T1 assistance and perceptual refinement for fast MRI reconstruction	7
GNN-based structural information to improve DNN-based basal ganglia segmentation in children following early brain lesion	7
Energy-guided diffusion model for CBCT-to-CT synthesis	7
A contrastive consistency semi-supervised left atrium segmentation model	7
Learnable image histograms-based deep radiomics for renal cell carcinoma grading and staging	7
Automatic prediction of acute coronary syndrome based on pericoronary adipose tissue and atherosclerotic plaques	7
Multimodal transformer network for incomplete image generation and diagnosis of Alzheimer’s disease	6
One model, two brains: Automatic fetal brain extraction from MR images of twins	6
Editorial Board	6
Cell comparative learning: A cervical cytopathology whole slide image classification method using normal and abnormal cells	6
Towards real time guide wire shape extraction in fluoroscopic sequences: A two phase deep learning scheme to extract sparse curvilinear structures	6
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	6
Fragment distance-guided dual-stream learning for automatic pelvic fracture segmentation	6
Weakly supervised deep learning for prediction of treatment effectiveness on ovarian cancer from histopathology images	6
ImageCAS: A large-scale dataset and benchmark for coronary artery segmentation based on computed tomography angiography images	6
Coarse-to-fine registration and time-intensity curves constraint for liver DCE-MRI synthesis	6
Explainable survival analysis with uncertainty using convolution-involved vision transformer	6
CardioVision: A fully automated deep learning package for medical image segmentation and reconstruction generating digital twins for patients with aortic stenosis	6
Glioblastoma multiforme prognosis: MRI missing modality generation, segmentation and radiogenomic survival prediction	6
BP-Net: Boundary and perfusion feature guided dual-modality ultrasound video analysis network for fibrous cap integrity assessment	6
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images	6
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation	6
W-DRAG: A joint framework of WGAN with data random augmentation optimized for generative networks for bone marrow edema detection in dual energy CT	6
ScribSD+: Scribble-supervised medical image segmentation based on simultaneous multi-scale knowledge distillation and class-wise contrastive regularization	6
Encoding 3D information in 2D feature maps for brain CT-Angiography	6
Global contextual representation via graph-transformer fusion for hepatocellular carcinoma prognosis in whole-slide images	5
Multiple instance learning for digital pathology: A review of the state-of-the-art, limitations & future potential	5
Improved real-time segmentation of Intravascular Ultrasound images using coordinate-aware fully convolutional networks	5
A fully automatic method for vascular tortuosity feature extraction in the supra-aortic region: unraveling possibilities in stroke treatment planning	5
Single color digital H&E staining with In-and-Out Net	5
Detection of abdominopelvic lymph nodes in multi-parametric MRI	5
Uncertainty estimation using a 3D probabilistic U-Net for segmentation with small radiotherapy clinical trial datasets	5
TT-Net: Tensorized Transformer Network for 3D medical image segmentation	5
Exploring transformer reliability in clinically significant prostate cancer segmentation: A comprehensive in-depth investigation	5
SGLSA: Sphygmus gated laser speckle angiography for microcirculation hemodynamics imaging	5
A Parkinson’s disease-related nuclei segmentation network based on CNN-Transformer interleaved encoder with feature fusion	5
PET-based lesion graphs meet clinical data: An interpretable cross-attention framework for DLBCL treatment response prediction	5
Prior knowledge-guided vision-transformer-based unsupervised domain adaptation for intubation prediction in lung disease at one week	5
Inspect quantitative signals in placental histopathology: Computer-assisted multiple functional tissues identification through multi-model fusion and distillation framework	5
Prediction of brain tumor recurrence location based on multi-modal fusion and nonlinear correlation learning	5
RISING: A new framework for model-based few-view CT image reconstruction with deep learning	5
Investigation and benchmarking of U-Nets on prostate segmentation tasks	5
Removal notice to “VitSeg: Weakly supervised vitiligo segmentation in skin image” [Comput. Med. Imag. Graph. 85 (2020) 101779]	4
Leveraging deep neural networks to improve numerical and perceptual image quality in low-dose preclinical PET imaging	4
Automatic detection of myocardial ischaemia using generalisable spatio-temporal hierarchical Bayesian modelling of DCE-MRI	4
A predictive framework based on brain volume trajectories enabling early detection of Alzheimer's disease	4
Deep convolutional feature details for better knee disorder diagnoses in magnetic resonance images	4
MM-GLCM-CNN: A multi-scale and multi-level based GLCM-CNN for polyp classification	4
OSAM-NET: A multi-feature fusion model for measuring fetal head flexion during labor with transformer multi-head self-attention	4
Deep contrastive learning based tissue clustering for annotation-free histopathology image analysis	4
CT synthesis from MRI using multi-cycle GAN for head-and-neck radiation therapy	4
Editorial Board	4
Bone suppression of lateral chest x-rays with imperfect and limited dual-energy subtraction images	4
Dual-domain accelerated MRI reconstruction using transformers with learning-based undersampling	4
Deformable adversarial registration network with multiple loss constraints	4
Evaluation of an automated intracranial aneurysm detection and rupture analysis approach using cascade detection and classification networks	4
TLF: Triple learning framework for intracranial aneurysms segmentation from unreliable labeled CTA scans	4
Multi-modal brain tumor segmentation via conditional synthesis with Fourier domain adaptation	4
Assessing the speed-accuracy trade-offs of popular convolutional neural networks for single-crop rib fracture classification	4
Editorial Board	4
3DFRINet: A Framework for the Detection and Diagnosis of Fracture Related Infection in Low Extremities Based on 18F-FDG PET/CT 3D Images	4
Self-supervised learning on dual-sequence magnetic resonance imaging for automatic segmentation of nasopharyngeal carcinoma	4
DXM‐TransFuse U-net: Dual cross-modal transformer fusion U-net for automated nerve identification	4
PSSGAN: Towards spectrum shift based perceptual quality enhancement for fluorescence imaging	4
Automatic Joint Lesion Detection by enhancing local feature interaction	4
NG-NAS: Node growth neural architecture search for 3D medical image segmentation	4