Computerized Medical Imaging and Graphics

Article	Citations
Unsupervised adversarial neural network for enhancing vasculature in photoacoustic tomography images using optical coherence tomography angiography	422
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	88
Multimodal Cross Global Learnable Attention Network for MR images denoising with arbitrary modal missing	83
Z-SSMNet: Zonal-aware Self-supervised Mesh Network for prostate cancer detection and diagnosis with Bi-parametric MRI	79
Editorial Board	67
Head pose-assisted localization of facial landmarks for enhanced fast registration in skull base surgery	62
Segmentation of pelvic structures in T2 MRI via MR-to-CT synthesis	60
Unpaired virtual histological staining using prior-guided generative adversarial networks	58
Interpretable attention-based deep learning ensemble for personalized ovarian cancer treatment without manual annotations	57
Unsupervised feature correlation model to predict breast abnormal variation maps in longitudinal mammograms	54
Unraveling the complexity of Optical Coherence Tomography image segmentation using machine and deep learning techniques: A review	52
Multi modality fusion transformer with spatio-temporal feature aggregation module for psychiatric disorder diagnosis	50
A VVBP data-based pancreatic lesion detection model with noncontrast CT	40
SFPGCL: Specificity-preserving federated population graph contrastive learning for multi-site ASD identification using rs-fMRI data	37
DB-SNet: A dual branch network for aortic component segmentation and lesion localization	36
Intracranial steno-occlusive lesion detection on time-of-flight MR angiography using multi-task learning	35
A transformer-based hierarchical registration framework for multimodality deformable image registration	35
Self-supervised network predicting neoadjuvant chemoradiotherapy response to locally advanced rectal cancer patients	34
DSIFNet: Implicit feature network for nasal cavity and vestibule segmentation from 3D head CT	33
Deep learning approach for accurate prostate cancer identification and stratification using combined immunostaining of cytokeratin, p63, and racemase	33
SCANED: Siamese collateral assessment network for evaluation of collaterals from ischemic damage	33
C2BA-UNet: A c	31
A category attention instance segmentation network for four cardiac chambers segmentation in fetal echocardiography	31
LA-ResUNet: Attention-based network for longitudinal liver tumor segmentation from CT images	29
Editorial Board	28

Subtraction-free artifact-aware digital subtraction angiography image generation for head and neck vessels from motion data	28
Interpretable multi-stage attention network to predict cancer subtype, microsatellite instability, TP53 mutation and TMB of endometrial and colorectal cancer	28
Lightweight wavelet convolutional network for guidewire segmentation	26
Accurate segmentation of liver tumor from multi-modality non-contrast images using a dual-stream multi-level fusion framework	26
Prior knowledge-based multi-task learning network for pulmonary nodule classification	26
CardSegNet: An adaptive hybrid CNN-vision transformer model for heart region segmentation in cardiac MRI	26
Portable head CT motion artifact correction via diffusion-based generative model	26
IMIIN: An inter-modality information interaction network for 3D multi-modal breast tumor segmentation	26
A lung biopsy path planning algorithm based on the double spherical constraint Pareto and indicators’ importance-correlation degree	25
Detection of Alzheimer’s disease using features of brain region-of-interest-based individual network constructed with the sMRI image	25
Improving segmentation and detection of lesions in CT scans using intensity distribution supervision	24
A brain subcortical segmentation tool based on anatomy attentional fusion network for developing macaques	23
An automatic radiomic-based approach for disease localization: A pilot study on COVID-19	23
Semi-supervised hybrid spine network for segmentation of spine MR images	23
Automated segmentation of deep brain structures from Inversion-Recovery MRI	23
Inner-ear augmented metal artifact reduction with simulation-based 3D generative adversarial networks	22
SML-Net: Semi-supervised multi-task learning network for carotid plaque segmentation and classification	22
Incremental learning for an evolving stream of medical ultrasound images via counterfactual thinking	22
3D-QCNet – A pipeline for automated artifact detection in diffusion MRI images	22
A multi-backbone cascade and morphology-aware segmentation network for complex morphological X-ray coronary artery images	22
WISE: Efficient WSI selection for active learning in histopathology	21
Hierarchical attention fusion of EUS-doppler features for GISTs risk assessment	21
Multimodal data fusion with irregular PSA kinetics for automated prostate cancer grading	21
Self-supervised multi-modal feature fusion for predicting early recurrence of hepatocellular carcinoma	21
Enhancing cardiac function assessment: Developing and validating a domain adaptive framework for automating the segmentation of echocardiogram videos	21
A novel wavelet-transform-based convolution classification network for cervical lymph node metastasis of papillary thyroid carcinoma in ultrasound images	21
A multimodal skin lesion classification through cross-attention fusion and collaborative edge computing	21
Measuring variability of local brain volume using improved volume preserved warping	20
Editorial Board	20
Sequence based local–global information fusion framework for vertebrae detection under pathological and FOV variation challenges	19
Deep reinforcement learning framework for thoracic diseases classification via prior knowledge guidance	18
A comparison of an integrated and image-only deep learning model for predicting the disappearance of indeterminate pulmonary nodules	18
Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localization	18
CQENet: A segmentation model for nasopharyngeal carcinoma based on confidence quantitative evaluation	18
CALIMAR-GAN: An unpaired mask-guided attention network for metal artifact reduction in CT scans	18
Automatic development of 3D anatomical models of border zone and core scar regions in the left ventricle	18
A novel population-characteristic weighted sparse model for accurate respiratory motion prediction in CT-guided lung cancer interventions	18
BBox-Guided Segmentor: Leveraging expert knowledge for accurate stroke lesion segmentation using weakly supervised bounding box prior	18
Improving Vessel Segmentation with Multi-Task Learning and Auxiliary Data Available Only During Model Training	17
MultiNet 2.0: A lightweight attention-based deep learning network for stenosis measurement in carotid ultrasound scans and cardiovascular risk assessment	17
Fully automatic segmentation and monitoring of choriocapillaris flow voids in OCTA images	17
AugmentA: Patient-specific augmented atrial model generation tool	17
Super-resolution of magnetic resonance images using Generative Adversarial Networks	16
SC-GAN: Structure-completion generative adversarial network for synthetic CT generation from MR images with truncated anatomy	16
Quasi-supervised learning for super-resolution PET	16
Multimodal fusion diagnosis of depression and anxiety based on CNN-LSTM model	16
AlzFormer: Multi-modal framework for Alzheimer’s classification using MRI and graph-embedded demographics guided by adaptive attention gating	16
Enhancing breast cancer screening: Unveiling explainable cross-view contributions in dual-view mammography with Sparse Bipartite Graphs Attention Networks	16
CT synthesis from MR in the pelvic area using Residual Transformer Conditional GAN	16
MRI texture-based radiomics analysis for the identification of altered functional networks in alcoholic patients and animal models	15

Uncertainty-aware regression model to predict post-operative visual acuity in patients with macular holes	15
A novel center-based deep contrastive metric learning method for the detection of polymicrogyria in pediatric brain MRI	15
CPTV: Classification by tracking of carotid plaque in ultrasound videos	15
Uncertainty-aware body composition analysis with deep regression ensembles on UK Biobank MRI	15
Distance guided generative adversarial network for explainable medical image classifications	15
A community-based approach to image analysis of cells, tissues and tumors	14
Retinal OCT speckle as a biomarker for glaucoma diagnosis and staging	14
Dynamic recurrent inference machines for accelerated MRI-guided radiotherapy of the liver	14
Towards human-level performance on automatic pose estimation of infant spontaneous movements	14
Automatic summarization of endoscopic skull base surgical videos through object detection and hidden Markov modeling	14
Contrastive learning in brain imaging	14
A deep learning framework for reconstructing Breast Amide Proton Transfer weighted imaging sequences from sparse frequency offsets to dense frequency offsets	13
Utilizing domain knowledge to improve the classification of intravenous contrast phase of CT scans	13
CS2former: Multimodal feature fusion transformer with dual channel-spatial feature extraction module for bipolar disorder diagnosis	13
Bridging 2D and 3D segmentation networks for computation-efficient volumetric medical image segmentation: An empirical study of 2.5D solutions	13
Bi-VesTreeFormer: A bidirectional topology-aware transformer framework for coronary vFFR estimation	13
An unsupervised method for histological image segmentation based on tissue cluster level graph cut	13
Mamba-based deformable medical image registration with an annotated brain MR-CT dataset	13
Fast X-ray/CT image registration based on perspective projection triangular features	13
Interstitial-guided automatic clinical tumor volume segmentation network for cervical cancer brachytherapy	13
Hierarchical multimodal fusion framework based on noisy label learning and attention mechanism for cancer classification with pathology and genomic features	13
Unsupervised domain adaptation based on feature and edge alignment for femur X-ray image segmentation	12
Attention guided discriminative feature learning and adaptive fusion for grading hepatocellular carcinoma with Contrast-enhanced MR	12
Self-attentional microvessel segmentation via squeeze-excitation transformer Unet	12
iPCa-Net: A CNN-based framework for predicting incidental prostate cancer using multiparametric MRI	12
Cerebrovascular segmentation in phase-contrast magnetic resonance angiography by multi-feature fusion and vessel completion	12
A novel intelligent grade classification architecture for Patent Foramen Ovale by Contrast Transthoracic Echocardiography based on deep learning	12
Cervical OCT image classification using contrastive masked autoencoders with Swin Transformer	12
DC-cycleGAN: Bidirectional CT-to-MR synthesis from unpaired data	12
MRI-based vector radiomics for predicting breast cancer HER2 status and its changes after neoadjuvant therapy	12
Invasion depth estimation of carcinoma cells using adaptive stain normalization to improve epidermis segmentation accuracy	12
Progress and trends in neurological disorders research based on deep learning	12
MICDIR: Multi-scale inverse-consistent deformable image registration using UNetMSS with self-constructing graph latent	11
Fluid-SegNet: Multi-dimensional loss-driven Y-Net with dilated convolutions for OCT B-scan fluid segmentation	11
Blockchain and homomorphic encryption based privacy-preserving model aggregation for medical images	11
TSU-net: Two-stage multi-scale cascade and multi-field fusion U-net for right ventricular segmentation	11
PatchCL-AE: Anomaly detection for medical images using patch-wise contrastive learning-based auto-encoder	11
Self-supervised suppression of MRI cardiac device artifacts based on multi-instance contrastive learning and anisotropic spatiotemporal transformer	11
RibFractureSys: A gem in the face of acute rib fracture diagnoses	11
On-cloud decision-support system for non-small cell lung cancer histology characterization from thorax computed tomography scans	11
Deep reinforcement learning and convolutional autoencoders for anomaly detection of congenital inner ear malformations in clinical CT images	11
Unpaired multi-modal training and single-modal testing for detecting signs of endometriosis	11
Weak lesion feature extraction by dual-branch separation and enhancement network for safe hemorrhagic transformation prediction	11
Deep learning ensembles for detecting brain metastases in longitudinal multi-modal MRI studies	10
Liver lesion segmentation in ultrasound: A benchmark and a baseline network	10
DeepHybrid-CNN: A hybrid approach for pre-processing of skin cancer images	10
Multi-network approach for image segmentation in non-contrast enhanced cardiac 3D MRI of arrhythmic patients	10
Retrospective study of deep learning to reduce noise in non-contrast head CT images	10
C5-net: Cross-organ cross-modality cswin-transformer coupled convolutional network for dual task transfer learning in lymph node segmentation and classification	10
Leverage prior texture information in deep learning-based liver tumor segmentation: A plug-and-play Texture-Based Auto Pseudo Label module	10
Towards explainable oral cancer recognition: Screening on imperfect images via Informed Deep Learning and Case-Based Reasoning	10
CASCADE-FSL: Few-shot learning for collateral evaluation in ischemic stroke	10
One-shot learning for generalization in medical image classification across modalities	9
Towards Generic Abdominal Multi-Organ Segmentation with multiple partially labeled datasets	9
A 3D framework for segmentation of carotid artery vessel wall and identification of plaque compositions in multi-sequence MR images	9
Stain color translation of multi-domain OSCC histopathology images using attention gated cGAN	9
HACA3: A unified approach for multi-site MR image harmonization	9
A review on brain tumor segmentation based on deep learning methods with federated learning techniques	9
A lightweight multi-modality medical image semantic segmentation network base on the novel UNeXt and Wave-MLP	9
End-systole and end-diastole detection in short axis cine MRI using a fully convolutional neural network with dilated convolutions	9
Towards better interpretable and generalizable AD detection using collective artificial intelligence	9
A technology framework for distributed preoperative planning and medical training in deep brain stimulation	9
TCDE-Net: An unsupervised dual-encoder network for 3D brain medical image registration	9
3D hemisphere-based convolutional neural network for whole-brain MRI segmentation	9
Multi-modal MRI synthesis with conditional latent diffusion models for data augmentation in tumor segmentation	9
Dynamic MRI interpolation in temporal direction using an unsupervised generative model	9
Editorial Board	9
Adjacent point aided vertebral landmark detection and Cobb angle measurement for automated AIS diagnosis	9
PFMNet: Prototype-based feature mapping network for few-shot domain adaptation in medical image segmentation	9
PCAN: Pixel-wise classification and attention network for thoracic disease classification and weakly supervised localization	9
LoRA-Enhanced RT-DETR: First Low-Rank Adaptation based DETR for real-time full body anatomical structures identification in musculoskeletal ultrasound	9
RPDNet: A reconstruction-regularized parallel decoders network for rectal tumor and rectum co-segmentation	9
MD-SGT: Multi-dilation spherical graph transformer for unsupervised medical image registration	8
Automated microvascular invasion prediction of hepatocellular carcinoma via deep relation reasoning from dynamic contrast-enhanced ultrasound	8
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	8
Machine learning-based diagnostics of capsular invasion in thyroid nodules with wide-field second harmonic generation microscopy	8
Automated segmentation of normal and diseased coronary arteries – The ASOCA challenge	8
Uncertainty-aware deep learning for segmentation of primary tumor and pathologic lymph nodes in oropharyngeal cancer: Insights from a multi-center cohort	8
FetalBrainAwareNet: Bridging GANs with anatomical insight for fetal ultrasound brain plane synthesis	8
Domain adaptive detection framework for multi-center bone tumor detection on radiographs	8

A semi-supervised multiview-MRI network for the detection of Knee Osteoarthritis	8
Deformable registration of preoperative MR and intraoperative long-length tomosynthesis images for guidance of spine surgery via image synthesis	8
MedBLIP: A multimodal method of medical question-answering based on fine-tuning large language model	8
Whole brain segmentation with full volume neural network	8
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	8
Enhancing trabecular CT scans based on deep learning with multi-strategy fusion	8
Deep local-to-global feature learning for medical image super-resolution	8
Sub-features orthogonal decoupling: Detecting bone wall absence via a small number of abnormal examples for temporal CT images	7
Boundary-enhanced semi-supervised retinal layer segmentation in optical coherence tomography images using fewer labels	7
End-to-end multi-task learning approaches for the joint epiretinal membrane segmentation and screening in OCT images	7
Weakly supervised detection of pheochromocytomas and paragangliomas in CT using noisy data	7
Time multiscale regularization for nonlinear image registration	7
Anatomical attention-based prediction of postoperative pulmonary venous obstruction via CTA images	7
Siamese pyramidal deep learning network for strain estimation in 3D cardiac cine-MR	7
Boundary-aware glomerulus segmentation: Toward one-to-many stain generalization	7
Editorial Board	7
Standardized measurement of mid-surface shift of brain based on deep Hough transform	7
Cross-modality cerebrovascular segmentation based on pseudo-label generation via paired data	7
Calcium deblooming in coronary computed tomography angiography via semantic-oriented generative adversarial network	7
Medical report generation based on multimodal federated learning	7
End to end vision transformer architecture for brain stroke assessment based on multi-slice classification and localization using computed tomography	7
Robust Bayesian brain extraction by integrating structural subspace-based spatial prior into deep neural networks	7
CrossU-Net: Dual-modality cross-attention U-Net for segmentation of precancerous lesions in gastric cancer	7
CGNet: Few-shot learning for Intracranial Hemorrhage Segmentation	7
Gland context networks: A novel approach for improving prostate cancer identification	6
A unified approach to medical image segmentation by leveraging mixed supervision and self and transfer learning (MIST)	6
SSTU: Swin-Spectral Transformer U-Net for hyperspectral whole slide image reconstruction	6
Evidence modeling for reliability learning and interpretable decision-making under multi-modality medical image segmentation	6
Annotation-free prediction of treatment-specific tissue outcome from 4D CT perfusion imaging in acute ischemic stroke	6
Optic disc localization in fundus images through accumulated directional and radial blur analysis	6
Prediction of hematoma changes in spontaneous intracerebral hemorrhage using a Transformer-based generative adversarial network to generate follow-up CT images	6
Impact and implications of mixed plaque class in automated characterization of complex atherosclerotic lesions	6
NaMA-Mamba: Foundation model for generalizable nasal disease detection using masked autoencoder with Mamba on endoscopic images	6
SMILE: Siamese Multi-scale Interactive-representation LEarning for Hierarchical Diffeomorphic Deformable image registration	6
Automatic prediction of acute coronary syndrome based on pericoronary adipose tissue and atherosclerotic plaques	6
Deep-active-learning approach towards accurate right ventricular segmentation using a two-level uncertainty estimation	6
Weakly supervised multi-modal contrastive learning framework for predicting the HER2 scores in breast cancer	6
A novel approach for estimating lung tumor motion based on dynamic features in 4D-CT	6
MFFUNet: A hybrid model with cross-attention-guided multi-feature fusion for automated segmentation of organs at risk in cervical cancer brachytherapy	6
Boosting medical image segmentation via conditional-synergistic convolution and lesion decoupling	6
P2	6
A review of AutoML optimization techniques for medical image applications	6
Deep Guess acceleration for explainable image reconstruction in sparse-view CT	6
Dual-task kidney MR segmentation with transformers in autosomal-dominant polycystic kidney disease	6
QUIZ: An arbitrary volumetric point matching method for medical image registration	6
Surgical augmented reality registration methods: A review from traditional to deep learning approaches	6
A deep learning-based clinical decision support system for glioma grading using ensemble learning and knowledge distillation	6
Synthetically trained convolutional neural networks for improved tensor estimation from free-breathing cardiac DTI	5
Versatile multi-constrained planning for thermal ablation of large liver tumors	5
GNN-based structural information to improve DNN-based basal ganglia segmentation in children following early brain lesion	5
Leveraging multithreading on edge computing for smart healthcare based on intelligent multimodal classification approach	5
Semantically preserving adversarial unsupervised domain adaptation network for improving disease recognition from chest x-rays	5
Fragment distance-guided dual-stream learning for automatic pelvic fracture segmentation	5
ImageCAS: A large-scale dataset and benchmark for coronary artery segmentation based on computed tomography angiography images	5
A novel generative model for brain tumor detection using magnetic resonance imaging	5
Robust brain MRI image classification with SIBOW-SVM	5
CIS-UNet: Multi-class segmentation of the aorta in computed tomography angiography via context-aware shifted window self-attention	5
HALSR-Net: Improving CNN Segmentation of Cardiac Left Ventricle MRI with Hybrid Attention and Latent Space Reconstruction	5
A contrastive consistency semi-supervised left atrium segmentation model	5
Energy-guided diffusion model for CBCT-to-CT synthesis	5
3D multi-scale, multi-task, and multi-label deep learning for prediction of lymph node metastasis in T1 lung adenocarcinoma patients' CT images	5
Unsupervised registration for liver CT-MR images based on the multiscale integrated spatial-weight module and dual similarity guidance	5
Si-MSPDNet: A multiscale Siamese network with parallel partial decoders for the 3-D measurement of spines in 3D ultrasonic images	5
Two-stage color fundus image registration via Keypoint Refinement and Confidence-Guided Estimation	5
A graph neural network-based model with out-of-distribution robustness for enhancing antiretroviral therapy outcome prediction for HIV-1	5
Predicting 4D liver MRI for MR-guided interventions	5
CMT-FFNet: A CMT-based feature-fusion network for predicting TACE treatment response in hepatocellular carcinoma	5
AFSegNet: few-shot 3D ankle-foot bone segmentation via hierarchical feature distillation and multi-scale attention and fusion	5
BP-Net: Boundary and perfusion feature guided dual-modality ultrasound video analysis network for fibrous cap integrity assessment	5
Weakly supervised deep learning for prediction of treatment effectiveness on ovarian cancer from histopathology images	5
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images	5
Multimodal transformer network for incomplete image generation and diagnosis of Alzheimer’s disease	5
Causal recurrent intervention for cross-modal cardiac image segmentation	5
One model, two brains: Automatic fetal brain extraction from MR images of twins	5
Editorial Board	4
Radiogenomic insights suggest that multiscale tumor heterogeneity is associated with interpretable radiomic features and outcomes in cancer patients	4
Encoding 3D information in 2D feature maps for brain CT-Angiography	4
3D cardiac shape analysis with variational point cloud autoencoders for myocardial infarction prediction and virtual heart synthesis	4
Prediction of brain tumor recurrence location based on multi-modal fusion and nonlinear correlation learning	4
Exploring transformer reliability in clinically significant prostate cancer segmentation: A comprehensive in-depth investigation	4
FreqYOLO: A uterine disease detection network based on local and global frequency feature learning	4
BTSC-TNAS: A neural architecture search-based transformer for brain tumor segmentation and classification	4
Cell comparative learning: A cervical cytopathology whole slide image classification method using normal and abnormal cells	4
Single color digital H&E staining with In-and-Out Net	4
Multi-scale interaction and locally enhanced bridging network for medical image segmentation	4
Establishment of an intelligent analysis system for clinical image features of melanonychia based on deep learning image segmentation	4
TT-Net: Tensorized Transformer Network for 3D medical image segmentation	4
A fully automatic method for vascular tortuosity feature extraction in the supra-aortic region: unraveling possibilities in stroke treatment planning	4
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	4
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation	4
Coarse-to-fine registration and time-intensity curves constraint for liver DCE-MRI synthesis	4
Inspect quantitative signals in placental histopathology: Computer-assisted multiple functional tissues identification through multi-model fusion and distillation framework	4
Automatic generation and risk stratification of carotid plaque in virtual shear wave elastography using a generative adversarial network	4
SGLSA: Sphygmus gated laser speckle angiography for microcirculation hemodynamics imaging	4
RISING: A new framework for model-based few-view CT image reconstruction with deep learning	4