Computerized Medical Imaging and Graphics

Article	Citations
Unsupervised adversarial neural network for enhancing vasculature in photoacoustic tomography images using optical coherence tomography angiography	409
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	82
Z-SSMNet: Zonal-aware Self-supervised Mesh Network for prostate cancer detection and diagnosis with Bi-parametric MRI	76
Editorial Board	62
Head pose-assisted localization of facial landmarks for enhanced fast registration in skull base surgery	60
Segmentation of pelvic structures in T2 MRI via MR-to-CT synthesis	58
Multi modality fusion transformer with spatio-temporal feature aggregation module for psychiatric disorder diagnosis	56
Unraveling the complexity of Optical Coherence Tomography image segmentation using machine and deep learning techniques: A review	55
Unsupervised feature correlation model to predict breast abnormal variation maps in longitudinal mammograms	50
Interpretable attention-based deep learning ensemble for personalized ovarian cancer treatment without manual annotations	49
A transformer-based hierarchical registration framework for multimodality deformable image registration	44
Unpaired virtual histological staining using prior-guided generative adversarial networks	37
Intracranial steno-occlusive lesion detection on time-of-flight MR angiography using multi-task learning	36
LA-ResUNet: Attention-based network for longitudinal liver tumor segmentation from CT images	35
Self-supervised network predicting neoadjuvant chemoradiotherapy response to locally advanced rectal cancer patients	33
Deep learning approach for accurate prostate cancer identification and stratification using combined immunostaining of cytokeratin, p63, and racemase	32
SCANED: Siamese collateral assessment network for evaluation of collaterals from ischemic damage	32
DSIFNet: Implicit feature network for nasal cavity and vestibule segmentation from 3D head CT	32
Editorial Board	31
Interpretable multi-stage attention network to predict cancer subtype, microsatellite instability, TP53 mutation and TMB of endometrial and colorectal cancer	31
Subtraction-free artifact-aware digital subtraction angiography image generation for head and neck vessels from motion data	30
Prior knowledge-based multi-task learning network for pulmonary nodule classification	29
Accurate segmentation of liver tumor from multi-modality non-contrast images using a dual-stream multi-level fusion framework	28
IMIIN: An inter-modality information interaction network for 3D multi-modal breast tumor segmentation	27

Portable head CT motion artifact correction via diffusion-based generative model	27
C2BA-UNet: A c	26
CardSegNet: An adaptive hybrid CNN-vision transformer model for heart region segmentation in cardiac MRI	26
A category attention instance segmentation network for four cardiac chambers segmentation in fetal echocardiography	26
An automatic radiomic-based approach for disease localization: A pilot study on COVID-19	25
Improving segmentation and detection of lesions in CT scans using intensity distribution supervision	25
A lung biopsy path planning algorithm based on the double spherical constraint Pareto and indicators’ importance-correlation degree	25
A brain subcortical segmentation tool based on anatomy attentional fusion network for developing macaques	24
3D-QCNet – A pipeline for automated artifact detection in diffusion MRI images	24
Detection of Alzheimer’s disease using features of brain region-of-interest-based individual network constructed with the sMRI image	23
A novel wavelet-transform-based convolution classification network for cervical lymph node metastasis of papillary thyroid carcinoma in ultrasound images	23
Inner-ear augmented metal artifact reduction with simulation-based 3D generative adversarial networks	23
Automated segmentation of deep brain structures from Inversion-Recovery MRI	23
WISE: Efficient WSI selection for active learning in histopathology	22
Semi-supervised hybrid spine network for segmentation of spine MR images	22
Editorial Board	21
Self-supervised multi-modal feature fusion for predicting early recurrence of hepatocellular carcinoma	21
Measuring variability of local brain volume using improved volume preserved warping	21
Incremental learning for an evolving stream of medical ultrasound images via counterfactual thinking	21
CQENet: A segmentation model for nasopharyngeal carcinoma based on confidence quantitative evaluation	20
Deep reinforcement learning framework for thoracic diseases classification via prior knowledge guidance	20
A novel center-based deep contrastive metric learning method for the detection of polymicrogyria in pediatric brain MRI	20
Sequence based local–global information fusion framework for vertebrae detection under pathological and FOV variation challenges	20
Automatic development of 3D anatomical models of border zone and core scar regions in the left ventricle	19
A comparison of an integrated and image-only deep learning model for predicting the disappearance of indeterminate pulmonary nodules	19
AugmentA: Patient-specific augmented atrial model generation tool	19
A novel population-characteristic weighted sparse model for accurate respiratory motion prediction in CT-guided lung cancer interventions	19
Quasi-supervised learning for super-resolution PET	18
Improving Vessel Segmentation with Multi-Task Learning and Auxiliary Data Available Only During Model Training	18
SC-GAN: Structure-completion generative adversarial network for synthetic CT generation from MR images with truncated anatomy	18
BBox-Guided Segmentor: Leveraging expert knowledge for accurate stroke lesion segmentation using weakly supervised bounding box prior	18
CALIMAR-GAN: An unpaired mask-guided attention network for metal artifact reduction in CT scans	18
Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localization	18
Multimodal fusion diagnosis of depression and anxiety based on CNN-LSTM model	17
MultiNet 2.0: A lightweight attention-based deep learning network for stenosis measurement in carotid ultrasound scans and cardiovascular risk assessment	17
Super-resolution of magnetic resonance images using Generative Adversarial Networks	17
CT synthesis from MR in the pelvic area using Residual Transformer Conditional GAN	17
Fully automatic segmentation and monitoring of choriocapillaris flow voids in OCTA images	17
Bridging 2D and 3D segmentation networks for computation-efficient volumetric medical image segmentation: An empirical study of 2.5D solutions	16
An unsupervised method for histological image segmentation based on tissue cluster level graph cut	16
Uncertainty-aware regression model to predict post-operative visual acuity in patients with macular holes	16
Towards human-level performance on automatic pose estimation of infant spontaneous movements	16
CPTV: Classification by tracking of carotid plaque in ultrasound videos	15
Dynamic recurrent inference machines for accelerated MRI-guided radiotherapy of the liver	15
Distance guided generative adversarial network for explainable medical image classifications	15
MRI texture-based radiomics analysis for the identification of altered functional networks in alcoholic patients and animal models	15
Uncertainty-aware body composition analysis with deep regression ensembles on UK Biobank MRI	15
Contrastive learning in brain imaging	15
Automatic summarization of endoscopic skull base surgical videos through object detection and hidden Markov modeling	15
Hierarchical multimodal fusion framework based on noisy label learning and attention mechanism for cancer classification with pathology and genomic features	14

A deep learning framework for reconstructing Breast Amide Proton Transfer weighted imaging sequences from sparse frequency offsets to dense frequency offsets	14
A community-based approach to image analysis of cells, tissues and tumors	14
Interstitial-guided automatic clinical tumor volume segmentation network for cervical cancer brachytherapy	14
Mamba-based deformable medical image registration with an annotated brain MR-CT dataset	14
Bi-VesTreeFormer: A bidirectional topology-aware transformer framework for coronary vFFR estimation	14
Retinal OCT speckle as a biomarker for glaucoma diagnosis and staging	14
A novel intelligent grade classification architecture for Patent Foramen Ovale by Contrast Transthoracic Echocardiography based on deep learning	13
MICDIR: Multi-scale inverse-consistent deformable image registration using UNetMSS with self-constructing graph latent	13
Deep reinforcement learning and convolutional autoencoders for anomaly detection of congenital inner ear malformations in clinical CT images	13
Attention guided discriminative feature learning and adaptive fusion for grading hepatocellular carcinoma with Contrast-enhanced MR	13
Cerebrovascular segmentation in phase-contrast magnetic resonance angiography by multi-feature fusion and vessel completion	13
Fast X-ray/CT image registration based on perspective projection triangular features	13
Unsupervised domain adaptation based on feature and edge alignment for femur X-ray image segmentation	13
iPCa-Net: A CNN-based framework for predicting incidental prostate cancer using multiparametric MRI	13
Invasion depth estimation of carcinoma cells using adaptive stain normalization to improve epidermis segmentation accuracy	13
Utilizing domain knowledge to improve the classification of intravenous contrast phase of CT scans	13
On-cloud decision-support system for non-small cell lung cancer histology characterization from thorax computed tomography scans	12
PatchCL-AE: Anomaly detection for medical images using patch-wise contrastive learning-based auto-encoder	12
Fluid-SegNet: Multi-dimensional loss-driven Y-Net with dilated convolutions for OCT B-scan fluid segmentation	12
DC-cycleGAN: Bidirectional CT-to-MR synthesis from unpaired data	12
Self-attentional microvessel segmentation via squeeze-excitation transformer Unet	12
RibFractureSys: A gem in the face of acute rib fracture diagnoses	12
MRI-based vector radiomics for predicting breast cancer HER2 status and its changes after neoadjuvant therapy	12
Progress and trends in neurological disorders research based on deep learning	12
Cervical OCT image classification using contrastive masked autoencoders with Swin Transformer	12
Blockchain and homomorphic encryption based privacy-preserving model aggregation for medical images	12
Retrospective study of deep learning to reduce noise in non-contrast head CT images	11
Liver lesion segmentation in ultrasound: A benchmark and a baseline network	11
Deep learning ensembles for detecting brain metastases in longitudinal multi-modal MRI studies	11
PFMNet: Prototype-based feature mapping network for few-shot domain adaptation in medical image segmentation	11
Adjacent point aided vertebral landmark detection and Cobb angle measurement for automated AIS diagnosis	11
CASCADE-FSL: Few-shot learning for collateral evaluation in ischemic stroke	11
Multi-network approach for image segmentation in non-contrast enhanced cardiac 3D MRI of arrhythmic patients	11
Weak lesion feature extraction by dual-branch separation and enhancement network for safe hemorrhagic transformation prediction	11
Leverage prior texture information in deep learning-based liver tumor segmentation: A plug-and-play Texture-Based Auto Pseudo Label module	11
TSU-net: Two-stage multi-scale cascade and multi-field fusion U-net for right ventricular segmentation	11
A 3D framework for segmentation of carotid artery vessel wall and identification of plaque compositions in multi-sequence MR images	11
3D hemisphere-based convolutional neural network for whole-brain MRI segmentation	10
Towards better interpretable and generalizable AD detection using collective artificial intelligence	10
End-systole and end-diastole detection in short axis cine MRI using a fully convolutional neural network with dilated convolutions	10
PCAN: Pixel-wise classification and attention network for thoracic disease classification and weakly supervised localization	10
Multi-modal MRI synthesis with conditional latent diffusion models for data augmentation in tumor segmentation	10
Towards explainable oral cancer recognition: Screening on imperfect images via Informed Deep Learning and Case-Based Reasoning	10
TCDE-Net: An unsupervised dual-encoder network for 3D brain medical image registration	10
HACA3: A unified approach for multi-site MR image harmonization	10
A technology framework for distributed preoperative planning and medical training in deep brain stimulation	10
Editorial Board	10
One-shot learning for generalization in medical image classification across modalities	10
RPDNet: A reconstruction-regularized parallel decoders network for rectal tumor and rectum co-segmentation	9
Stain color translation of multi-domain OSCC histopathology images using attention gated cGAN	9
A lightweight multi-modality medical image semantic segmentation network base on the novel UNeXt and Wave-MLP	9
Whole brain segmentation with full volume neural network	9
Machine learning-based diagnostics of capsular invasion in thyroid nodules with wide-field second harmonic generation microscopy	9
Uncertainty-aware deep learning for segmentation of primary tumor and pathologic lymph nodes in oropharyngeal cancer: Insights from a multi-center cohort	9
A review on brain tumor segmentation based on deep learning methods with federated learning techniques	9
FetalBrainAwareNet: Bridging GANs with anatomical insight for fetal ultrasound brain plane synthesis	9
Automated segmentation of normal and diseased coronary arteries – The ASOCA challenge	9
Boundary-aware glomerulus segmentation: Toward one-to-many stain generalization	9
End-to-end multi-task learning approaches for the joint epiretinal membrane segmentation and screening in OCT images	9
Deep local-to-global feature learning for medical image super-resolution	9
MD-SGT: Multi-dilation spherical graph transformer for unsupervised medical image registration	9
Dynamic MRI interpolation in temporal direction using an unsupervised generative model	9
Enhancing trabecular CT scans based on deep learning with multi-strategy fusion	9
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	9
Deformable registration of preoperative MR and intraoperative long-length tomosynthesis images for guidance of spine surgery via image synthesis	9
Time multiscale regularization for nonlinear image registration	8
QUIZ: An arbitrary volumetric point matching method for medical image registration	8
Optic disc localization in fundus images through accumulated directional and radial blur analysis	8
Siamese pyramidal deep learning network for strain estimation in 3D cardiac cine-MR	8
Boundary-enhanced semi-supervised retinal layer segmentation in optical coherence tomography images using fewer labels	8
Sub-features orthogonal decoupling: Detecting bone wall absence via a small number of abnormal examples for temporal CT images	8
Weakly supervised detection of pheochromocytomas and paragangliomas in CT using noisy data	8
Cross-modality cerebrovascular segmentation based on pseudo-label generation via paired data	8
Gland context networks: A novel approach for improving prostate cancer identification	8
End to end vision transformer architecture for brain stroke assessment based on multi-slice classification and localization using computed tomography	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
Editorial Board	8
Standardized measurement of mid-surface shift of brain based on deep Hough transform	8
Anatomical attention-based prediction of postoperative pulmonary venous obstruction via CTA images	8
CrossU-Net: Dual-modality cross-attention U-Net for segmentation of precancerous lesions in gastric cancer	8

A semi-supervised multiview-MRI network for the detection of Knee Osteoarthritis	8
Domain adaptive detection framework for multi-center bone tumor detection on radiographs	8
Medical report generation based on multimodal federated learning	8
Calcium deblooming in coronary computed tomography angiography via semantic-oriented generative adversarial network	8
CGNet: Few-shot learning for Intracranial Hemorrhage Segmentation	7
Boosting medical image segmentation via conditional-synergistic convolution and lesion decoupling	7
Synthetically trained convolutional neural networks for improved tensor estimation from free-breathing cardiac DTI	7
A graph neural network-based model with out-of-distribution robustness for enhancing antiretroviral therapy outcome prediction for HIV-1	7
A novel approach for estimating lung tumor motion based on dynamic features in 4D-CT	7
Versatile multi-constrained planning for thermal ablation of large liver tumors	7
Weakly supervised multi-modal contrastive learning framework for predicting the HER2 scores in breast cancer	7
NaMA-Mamba: Foundation model for generalizable nasal disease detection using masked autoencoder with Mamba on endoscopic images	7
Annotation-free prediction of treatment-specific tissue outcome from 4D CT perfusion imaging in acute ischemic stroke	7
Impact and implications of mixed plaque class in automated characterization of complex atherosclerotic lesions	7
Predicting 4D liver MRI for MR-guided interventions	7
P2	7
A unified approach to medical image segmentation by leveraging mixed supervision and self and transfer learning (MIST)	7
A novel generative model for brain tumor detection using magnetic resonance imaging	6
CIS-UNet: Multi-class segmentation of the aorta in computed tomography angiography via context-aware shifted window self-attention	6
SSTU: Swin-Spectral Transformer U-Net for hyperspectral whole slide image reconstruction	6
GNN-based structural information to improve DNN-based basal ganglia segmentation in children following early brain lesion	6
Causal recurrent intervention for cross-modal cardiac image segmentation	6
SMILE: Siamese Multi-scale Interactive-representation LEarning for Hierarchical Diffeomorphic Deformable image registration	6
A review of AutoML optimization techniques for medical image applications	6
Evidence modeling for reliability learning and interpretable decision-making under multi-modality medical image segmentation	6
A contrastive consistency semi-supervised left atrium segmentation model	6
Two-stage color fundus image registration via Keypoint Refinement and Confidence-Guided Estimation	6
Energy-guided diffusion model for CBCT-to-CT synthesis	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
Dual-task kidney MR segmentation with transformers in autosomal-dominant polycystic kidney disease	6
Semantically preserving adversarial unsupervised domain adaptation network for improving disease recognition from chest x-rays	6
One model, two brains: Automatic fetal brain extraction from MR images of twins	6
HALSR-Net: Improving CNN Segmentation of Cardiac Left Ventricle MRI with Hybrid Attention and Latent Space Reconstruction	6
Robust brain MRI image classification with SIBOW-SVM	6
Deep Guess acceleration for explainable image reconstruction in sparse-view CT	6
ImageCAS: A large-scale dataset and benchmark for coronary artery segmentation based on computed tomography angiography images	5
Fragment distance-guided dual-stream learning for automatic pelvic fracture segmentation	5
BP-Net: Boundary and perfusion feature guided dual-modality ultrasound video analysis network for fibrous cap integrity assessment	5
BTSC-TNAS: A neural architecture search-based transformer for brain tumor segmentation and classification	5
Coarse-to-fine registration and time-intensity curves constraint for liver DCE-MRI synthesis	5
CardioVision: A fully automated deep learning package for medical image segmentation and reconstruction generating digital twins for patients with aortic stenosis	5
Cell comparative learning: A cervical cytopathology whole slide image classification method using normal and abnormal cells	5
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	5
Unsupervised registration for liver CT-MR images based on the multiscale integrated spatial-weight module and dual similarity guidance	5
Multimodal transformer network for incomplete image generation and diagnosis of Alzheimer’s disease	5
Si-MSPDNet: A multiscale Siamese network with parallel partial decoders for the 3-D measurement of spines in 3D ultrasonic images	5
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images	5
Inspect quantitative signals in placental histopathology: Computer-assisted multiple functional tissues identification through multi-model fusion and distillation framework	5
W-DRAG: A joint framework of WGAN with data random augmentation optimized for generative networks for bone marrow edema detection in dual energy CT	5
ScribSD+: Scribble-supervised medical image segmentation based on simultaneous multi-scale knowledge distillation and class-wise contrastive regularization	5
Editorial Board	5
Weakly supervised deep learning for prediction of treatment effectiveness on ovarian cancer from histopathology images	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
AFSegNet: few-shot 3D ankle-foot bone segmentation via hierarchical feature distillation and multi-scale attention and fusion	5
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation	5
Towards real time guide wire shape extraction in fluoroscopic sequences: A two phase deep learning scheme to extract sparse curvilinear structures	5
Explainable survival analysis with uncertainty using convolution-involved vision transformer	5
Encoding 3D information in 2D feature maps for brain CT-Angiography	5
Global contextual representation via graph-transformer fusion for hepatocellular carcinoma prognosis in whole-slide images	4
Detection of abdominopelvic lymph nodes in multi-parametric MRI	4
A fully automatic method for vascular tortuosity feature extraction in the supra-aortic region: unraveling possibilities in stroke treatment planning	4
Establishment of an intelligent analysis system for clinical image features of melanonychia based on deep learning image segmentation	4
FreqYOLO: A uterine disease detection network based on local and global frequency feature learning	4
Multi-modal brain tumor segmentation via conditional synthesis with Fourier domain adaptation	4
Leveraging deep neural networks to improve numerical and perceptual image quality in low-dose preclinical PET imaging	4
Editorial Board	4
Deep contrastive learning based tissue clustering for annotation-free histopathology image analysis	4
UniBrain: Universal Brain MRI diagnosis with hierarchical knowledge-enhanced pre-training	4
A Parkinson’s disease-related nuclei segmentation network based on CNN-Transformer interleaved encoder with feature fusion	4
TT-Net: Tensorized Transformer Network for 3D medical image segmentation	4
SGLSA: Sphygmus gated laser speckle angiography for microcirculation hemodynamics imaging	4
NG-NAS: Node growth neural architecture search for 3D medical image segmentation	4
CT synthesis from CBCT using a sequence-aware contrastive generative network	4
PET-based lesion graphs meet clinical data: An interpretable cross-attention framework for DLBCL treatment response prediction	4
Investigation and benchmarking of U-Nets on prostate segmentation tasks	4
SpineMamba: Enhancing 3D spinal segmentation in clinical imaging through residual visual Mamba layers and shape priors	4
Uncertainty estimation using a 3D probabilistic U-Net for segmentation with small radiotherapy clinical trial datasets	4
Prediction of brain tumor recurrence location based on multi-modal fusion and nonlinear correlation learning	4
Multiple instance learning for digital pathology: A review of the state-of-the-art, limitations & future potential	4
RISING: A new framework for model-based few-view CT image reconstruction with deep learning	4
Exploring transformer reliability in clinically significant prostate cancer segmentation: A comprehensive in-depth investigation	4
Single color digital H&E staining with In-and-Out Net	4
Prior knowledge-guided vision-transformer-based unsupervised domain adaptation for intubation prediction in lung disease at one week	4
A meta-fusion RCNN network for endoscopic visual bladder lesions intelligent detection	4
Anatomy-guided slice-description interaction for multimodal brain disease diagnosis based on 3D image and radiological report	4