Computerized Medical Imaging and Graphics

Article	Citations
Multimodal Cross Global Learnable Attention Network for MR images denoising with arbitrary modal missing	502
Editorial Board	103
A VVBP data-based pancreatic lesion detection model with noncontrast CT	97
DB-SNet: A dual branch network for aortic component segmentation and lesion localization	79
Unsupervised adversarial neural network for enhancing vasculature in photoacoustic tomography images using optical coherence tomography angiography	76
Head pose-assisted localization of facial landmarks for enhanced fast registration in skull base surgery	74
SFPGCL: Specificity-preserving federated population graph contrastive learning for multi-site ASD identification using rs-fMRI data	73
Interpretable attention-based deep learning ensemble for personalized ovarian cancer treatment without manual annotations	67
Z-SSMNet: Zonal-aware Self-supervised Mesh Network for prostate cancer detection and diagnosis with Bi-parametric MRI	57
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	56
Multi modality fusion transformer with spatio-temporal feature aggregation module for psychiatric disorder diagnosis	48
A transformer-based hierarchical registration framework for multimodality deformable image registration	42
Entropy-guided partial annotation for cross-domain rib segmentation	42
Segmentation of pelvic structures in T2 MRI via MR-to-CT synthesis	41
Unsupervised feature correlation model to predict breast abnormal variation maps in longitudinal mammograms	40
Unraveling the complexity of Optical Coherence Tomography image segmentation using machine and deep learning techniques: A review	39
Unpaired virtual histological staining using prior-guided generative adversarial networks	38
Subtraction-free artifact-aware digital subtraction angiography image generation for head and neck vessels from motion data	37
Accurate segmentation of liver tumor from multi-modality non-contrast images using a dual-stream multi-level fusion framework	36
Prior knowledge-based multi-task learning network for pulmonary nodule classification	35
Lightweight wavelet convolutional network for guidewire segmentation	34
Deep learning approach for accurate prostate cancer identification and stratification using combined immunostaining of cytokeratin, p63, and racemase	33
LA-ResUNet: Attention-based network for longitudinal liver tumor segmentation from CT images	32
Self-supervised network predicting neoadjuvant chemoradiotherapy response to locally advanced rectal cancer patients	32
CardSegNet: An adaptive hybrid CNN-vision transformer model for heart region segmentation in cardiac MRI	32

DSIFNet: Implicit feature network for nasal cavity and vestibule segmentation from 3D head CT	32
Editorial Board	31
Intracranial steno-occlusive lesion detection on time-of-flight MR angiography using multi-task learning	31
Efficient frequency-decomposed transformer via large vision model guidance for surgical image desmoking	30
A CNN-Transformer fusion network for Diabetic retinopathy image classification	30
C2BA-UNet: A c	29
Interpretable multi-stage attention network to predict cancer subtype, microsatellite instability, TP53 mutation and TMB of endometrial and colorectal cancer	29
IMIIN: An inter-modality information interaction network for 3D multi-modal breast tumor segmentation	29
Portable head CT motion artifact correction via diffusion-based generative model	29
A lung biopsy path planning algorithm based on the double spherical constraint Pareto and indicators’ importance-correlation degree	28
SCANED: Siamese collateral assessment network for evaluation of collaterals from ischemic damage	28
A brain subcortical segmentation tool based on anatomy attentional fusion network for developing macaques	27
Hierarchical attention fusion of EUS-doppler features for GISTs risk assessment	27
Improving segmentation and detection of lesions in CT scans using intensity distribution supervision	25
A multimodal skin lesion classification through cross-attention fusion and collaborative edge computing	25
Automated segmentation of deep brain structures from Inversion-Recovery MRI	24
A multi-backbone cascade and morphology-aware segmentation network for complex morphological X-ray coronary artery images	24
An automatic radiomic-based approach for disease localization: A pilot study on COVID-19	24
Semi-supervised hybrid spine network for segmentation of spine MR images	24
A self-attention model for robust rigid slice-to-volume registration of functional MRI	23
3D-QCNet – A pipeline for automated artifact detection in diffusion MRI images	23
Incremental learning for an evolving stream of medical ultrasound images via counterfactual thinking	23
WISE: Efficient WSI selection for active learning in histopathology	23
SML-Net: Semi-supervised multi-task learning network for carotid plaque segmentation and classification	22
Accurate and fast monocular endoscopic depth estimation of structure-content integrated diffusion	22
Multimodal data fusion with irregular PSA kinetics for automated prostate cancer grading	22
CQENet: A segmentation model for nasopharyngeal carcinoma based on confidence quantitative evaluation	21
Self-supervised multi-modal feature fusion for predicting early recurrence of hepatocellular carcinoma	21
Detection of Alzheimer’s disease using features of brain region-of-interest-based individual network constructed with the sMRI image	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 novel center-based deep contrastive metric learning method for the detection of polymicrogyria in pediatric brain MRI	20
AlzFormer: Multi-modal framework for Alzheimer’s classification using MRI and graph-embedded demographics guided by adaptive attention gating	20
Enhancing breast cancer screening: Unveiling explainable cross-view contributions in dual-view mammography with Sparse Bipartite Graphs Attention Networks	20
MultiNet 2.0: A lightweight attention-based deep learning network for stenosis measurement in carotid ultrasound scans and cardiovascular risk assessment	20
Measuring variability of local brain volume using improved volume preserved warping	19
Deep reinforcement learning framework for thoracic diseases classification via prior knowledge guidance	19
Automatic development of 3D anatomical models of border zone and core scar regions in the left ventricle	19
Editorial Board	18
ConvTNet fusion: A robust transformer-CNN framework for multi-class classification, multimodal feature fusion, and tissue heterogeneity handling	18
Improving Vessel Segmentation with Multi-Task Learning and Auxiliary Data Available Only During Model Training	18
A comparison of an integrated and image-only deep learning model for predicting the disappearance of indeterminate pulmonary nodules	18
A novel population-characteristic weighted sparse model for accurate respiratory motion prediction in CT-guided lung cancer interventions	18
Sequence based local–global information fusion framework for vertebrae detection under pathological and FOV variation challenges	18
Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localization	18
BBox-Guided Segmentor: Leveraging expert knowledge for accurate stroke lesion segmentation using weakly supervised bounding box prior	17
Multi-representational deep transfer learning for classifying hemorrhagic metastases and non-neoplastic intracranial hematomas in multi-modal brain MRI scans	17
SC-GAN: Structure-completion generative adversarial network for synthetic CT generation from MR images with truncated anatomy	17
Quasi-supervised learning for super-resolution PET	16
Super-resolution of magnetic resonance images using Generative Adversarial Networks	16

CT synthesis from MR in the pelvic area using Residual Transformer Conditional GAN	16
Distance guided generative adversarial network for explainable medical image classifications	16
Fully automatic segmentation and monitoring of choriocapillaris flow voids in OCTA images	16
Multimodal fusion diagnosis of depression and anxiety based on CNN-LSTM model	16
Uncertainty-aware regression model to predict post-operative visual acuity in patients with macular holes	16
A community-based approach to image analysis of cells, tissues and tumors	16
Semi-supervised medical image classification via feature-level multi-scale consistency and adversarial training	16
CALIMAR-GAN: An unpaired mask-guided attention network for metal artifact reduction in CT scans	16
Retinal OCT speckle as a biomarker for glaucoma diagnosis and staging	16
AugmentA: Patient-specific augmented atrial model generation tool	16
Interstitial-guided automatic clinical tumor volume segmentation network for cervical cancer brachytherapy	15
Bi-VesTreeFormer: A bidirectional topology-aware transformer framework for coronary vFFR estimation	15
Mamba-based deformable medical image registration with an annotated brain MR-CT dataset	15
A deep learning framework for reconstructing Breast Amide Proton Transfer weighted imaging sequences from sparse frequency offsets to dense frequency offsets	15
CPTV: Classification by tracking of carotid plaque in ultrasound videos	15
Dynamic recurrent inference machines for accelerated MRI-guided radiotherapy of the liver	15
CS2former: Multimodal feature fusion transformer with dual channel-spatial feature extraction module for bipolar disorder diagnosis	15
Bridging 2D and 3D segmentation networks for computation-efficient volumetric medical image segmentation: An empirical study of 2.5D solutions	14
Hierarchical multimodal fusion framework based on noisy label learning and attention mechanism for cancer classification with pathology and genomic features	14
Unpaired multi-modal training and single-modal testing for detecting signs of endometriosis	14
Towards human-level performance on automatic pose estimation of infant spontaneous movements	14
MRI texture-based radiomics analysis for the identification of altered functional networks in alcoholic patients and animal models	14
Utilizing domain knowledge to improve the classification of intravenous contrast phase of CT scans	14
Contrastive learning in brain imaging	14
Automatic summarization of endoscopic skull base surgical videos through object detection and hidden Markov modeling	14
On-cloud decision-support system for non-small cell lung cancer histology characterization from thorax computed tomography scans	13
AtlasSeg: Atlas prior guided dual-U-Net for tissue segmentation in fetal brain MRI	13
DC-cycleGAN: Bidirectional CT-to-MR synthesis from unpaired data	13
Deep reinforcement learning and convolutional autoencoders for anomaly detection of congenital inner ear malformations in clinical CT images	13
PatchCL-AE: Anomaly detection for medical images using patch-wise contrastive learning-based auto-encoder	13
MRI-based vector radiomics for predicting breast cancer HER2 status and its changes after neoadjuvant therapy	13
Fluid-SegNet: Multi-dimensional loss-driven Y-Net with dilated convolutions for OCT B-scan fluid segmentation	13
A novel intelligent grade classification architecture for Patent Foramen Ovale by Contrast Transthoracic Echocardiography based on deep learning	13
Deep spatiotemporal clutter filtering of transthoracic echocardiographic images: Leveraging contextual attention and residual learning	13
Cerebrovascular segmentation in phase-contrast magnetic resonance angiography by multi-feature fusion and vessel completion	13
Self-supervised suppression of MRI cardiac device artifacts based on multi-instance contrastive learning and anisotropic spatiotemporal transformer	13
Invasion depth estimation of carcinoma cells using adaptive stain normalization to improve epidermis segmentation accuracy	12
Self-attentional microvessel segmentation via squeeze-excitation transformer Unet	12
Blockchain and homomorphic encryption based privacy-preserving model aggregation for medical images	12
Fast X-ray/CT image registration based on perspective projection triangular features	12
Cervical OCT image classification using contrastive masked autoencoders with Swin Transformer	12
iPCa-Net: A CNN-based framework for predicting incidental prostate cancer using multiparametric MRI	12
MICDIR: Multi-scale inverse-consistent deformable image registration using UNetMSS with self-constructing graph latent	12
CASCADE-FSL: Few-shot learning for collateral evaluation in ischemic stroke	12
DeepHybrid-CNN: A hybrid approach for pre-processing of skin cancer images	12
Unsupervised domain adaptation based on feature and edge alignment for femur X-ray image segmentation	12
Progress and trends in neurological disorders research based on deep learning	12
Attention guided discriminative feature learning and adaptive fusion for grading hepatocellular carcinoma with Contrast-enhanced MR	12
PFMNet: Prototype-based feature mapping network for few-shot domain adaptation in medical image segmentation	12
FAUDA-Net: Frequency-aware unsupervised domain adaptation network for multimodal medical image segmentation	11
RibFractureSys: A gem in the face of acute rib fracture diagnoses	11
Towards Generic Abdominal Multi-Organ Segmentation with multiple partially labeled datasets	11
SAN-Wavelet cycleGAN for anatomical structure reinforcement and tissue detail preservation in abdominal CT synthesis	11
Deep learning ensembles for detecting brain metastases in longitudinal multi-modal MRI studies	11
Multi-network approach for image segmentation in non-contrast enhanced cardiac 3D MRI of arrhythmic patients	11
Adjacent point aided vertebral landmark detection and Cobb angle measurement for automated AIS diagnosis	11
Leverage prior texture information in deep learning-based liver tumor segmentation: A plug-and-play Texture-Based Auto Pseudo Label module	11
Liver lesion segmentation in ultrasound: A benchmark and a baseline network	11
Secure and privacy-preserving surgical instrument segmentation in minimally invasive surgeries using federated differential privacy approach	10
LoRA-Enhanced RT-DETR: First Low-Rank Adaptation based DETR for real-time full body anatomical structures identification in musculoskeletal ultrasound	10
Towards explainable oral cancer recognition: Screening on imperfect images via Informed Deep Learning and Case-Based Reasoning	10
Weak lesion feature extraction by dual-branch separation and enhancement network for safe hemorrhagic transformation prediction	10
Stain color translation of multi-domain OSCC histopathology images using attention gated cGAN	10
3D hemisphere-based convolutional neural network for whole-brain MRI segmentation	10
HACA3: A unified approach for multi-site MR image harmonization	10
C5-net: Cross-organ cross-modality cswin-transformer coupled convolutional network for dual task transfer learning in lymph node segmentation and classification	10
End-systole and end-diastole detection in short axis cine MRI using a fully convolutional neural network with dilated convolutions	10
A technology framework for distributed preoperative planning and medical training in deep brain stimulation	10
TCDE-Net: An unsupervised dual-encoder network for 3D brain medical image registration	10
Editorial Board	10
PCAN: Pixel-wise classification and attention network for thoracic disease classification and weakly supervised localization	10
A 3D framework for segmentation of carotid artery vessel wall and identification of plaque compositions in multi-sequence MR images	10
A review on brain tumor segmentation based on deep learning methods with federated learning techniques	10
Multi-modal MRI synthesis with conditional latent diffusion models for data augmentation in tumor segmentation	9
Defect-adaptive landmark detection in pelvis CT images via personalized structure-aware learning	9
Dynamic MRI interpolation in temporal direction using an unsupervised generative model	9
A lightweight multi-modality medical image semantic segmentation network base on the novel UNeXt and Wave-MLP	9
MedBLIP: A multimodal method of medical question-answering based on fine-tuning large language model	9
Towards better interpretable and generalizable AD detection using collective artificial intelligence	9
RPDNet: A reconstruction-regularized parallel decoders network for rectal tumor and rectum co-segmentation	9

Automated microvascular invasion prediction of hepatocellular carcinoma via deep relation reasoning from dynamic contrast-enhanced ultrasound	9
FetalBrainAwareNet: Bridging GANs with anatomical insight for fetal ultrasound brain plane synthesis	9
Uncertainty-aware deep learning for segmentation of primary tumor and pathologic lymph nodes in oropharyngeal cancer: Insights from a multi-center cohort	9
One-shot learning for generalization in medical image classification across modalities	9
Deformable registration of preoperative MR and intraoperative long-length tomosynthesis images for guidance of spine surgery via image synthesis	9
MD-SGT: Multi-dilation spherical graph transformer for unsupervised medical image registration	9
Deep local-to-global feature learning for medical image super-resolution	9
Boundary-enhanced semi-supervised retinal layer segmentation in optical coherence tomography images using fewer labels	8
Siamese pyramidal deep learning network for strain estimation in 3D cardiac cine-MR	8
Cross-modality cerebrovascular segmentation based on pseudo-label generation via paired data	8
Enhancing trabecular CT scans based on deep learning with multi-strategy fusion	8
Automated segmentation of normal and diseased coronary arteries – The ASOCA challenge	8
Robust Bayesian brain extraction by integrating structural subspace-based spatial prior into deep neural networks	8
Domain adaptive detection framework for multi-center bone tumor detection on radiographs	8
End-to-end multi-task learning approaches for the joint epiretinal membrane segmentation and screening in OCT images	8
Editorial Board	8
Machine learning-based diagnostics of capsular invasion in thyroid nodules with wide-field second harmonic generation microscopy	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
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
Medical report generation based on multimodal federated learning	8
Sub-features orthogonal decoupling: Detecting bone wall absence via a small number of abnormal examples for temporal CT images	8
A semi-supervised multiview-MRI network for the detection of Knee Osteoarthritis	8
Boundary-aware glomerulus segmentation: Toward one-to-many stain generalization	8
End to end vision transformer architecture for brain stroke assessment based on multi-slice classification and localization using computed tomography	8
SGRRG: Leveraging radiology scene graphs for improved and abnormality-aware radiology report generation	7
CGNet: Few-shot learning for Intracranial Hemorrhage Segmentation	7
Calcium deblooming in coronary computed tomography angiography via semantic-oriented generative adversarial network	7
Optic disc localization in fundus images through accumulated directional and radial blur analysis	7
Time multiscale regularization for nonlinear image registration	7
Prediction of hematoma changes in spontaneous intracerebral hemorrhage using a Transformer-based generative adversarial network to generate follow-up CT images	7
QUIZ: An arbitrary volumetric point matching method for medical image registration	7
SSIFNet: Spatial–temporal stereo information fusion network for self-supervised surgical video inpainting	7
UltraBoneUDF: Self-supervised bone surface reconstruction from ultrasound based on neural unsigned distance functions	7
Weakly supervised detection of pheochromocytomas and paragangliomas in CT using noisy data	7
Standardized measurement of mid-surface shift of brain based on deep Hough transform	7
A deep learning-based clinical decision support system for glioma grading using ensemble learning and knowledge distillation	7
Surgical augmented reality registration methods: A review from traditional to deep learning approaches	7
Impact and implications of mixed plaque class in automated characterization of complex atherosclerotic lesions	7
Med-SCoT: Structured chain-of-thought reasoning and evaluation for enhancing interpretability in medical visual question answering	7
CrossU-Net: Dual-modality cross-attention U-Net for segmentation of precancerous lesions in gastric cancer	7
MFFUNet: A hybrid model with cross-attention-guided multi-feature fusion for automated segmentation of organs at risk in cervical cancer brachytherapy	7
Anatomical attention-based prediction of postoperative pulmonary venous obstruction via CTA images	7
A novel approach for estimating lung tumor motion based on dynamic features in 4D-CT	7
Weakly supervised multi-modal contrastive learning framework for predicting the HER2 scores in breast cancer	7
Deep Guess acceleration for explainable image reconstruction in sparse-view CT	6
P2	6
CMT-FFNet: A CMT-based feature-fusion network for predicting TACE treatment response in hepatocellular carcinoma	6
CIS-UNet: Multi-class segmentation of the aorta in computed tomography angiography via context-aware shifted window self-attention	6
NaMA-Mamba: Foundation model for generalizable nasal disease detection using masked autoencoder with Mamba on endoscopic images	6
AFSegNet: few-shot 3D ankle-foot bone segmentation via hierarchical feature distillation and multi-scale attention and fusion	6
A unified approach to medical image segmentation by leveraging mixed supervision and self and transfer learning (MIST)	6
A graph neural network-based model with out-of-distribution robustness for enhancing antiretroviral therapy outcome prediction for HIV-1	6
A review of AutoML optimization techniques for medical image applications	6
Annotation-free prediction of treatment-specific tissue outcome from 4D CT perfusion imaging in acute ischemic stroke	6
Evidence modeling for reliability learning and interpretable decision-making under multi-modality medical image segmentation	6
Multimodal framework for TACE treatment response prediction in patients with hepatocellular carcinoma	6
HALSR-Net: Improving CNN Segmentation of Cardiac Left Ventricle MRI with Hybrid Attention and Latent Space Reconstruction	6
A contrastive consistency semi-supervised left atrium segmentation model	6
SSTU: Swin-Spectral Transformer U-Net for hyperspectral whole slide image reconstruction	6
Automatic prediction of acute coronary syndrome based on pericoronary adipose tissue and atherosclerotic plaques	6
Dual-task kidney MR segmentation with transformers in autosomal-dominant polycystic kidney disease	6
A novel generative model for brain tumor detection using magnetic resonance imaging	6
Deep-active-learning approach towards accurate right ventricular segmentation using a two-level uncertainty estimation	6
Synthetically trained convolutional neural networks for improved tensor estimation from free-breathing cardiac DTI	6
SMILE: Siamese Multi-scale Interactive-representation LEarning for Hierarchical Diffeomorphic Deformable image registration	6
Two-stage color fundus image registration via Keypoint Refinement and Confidence-Guided Estimation	6
Robust brain MRI image classification with SIBOW-SVM	6
Boosting medical image segmentation via conditional-synergistic convolution and lesion decoupling	6
Predicting 4D liver MRI for MR-guided interventions	6
Causal recurrent intervention for cross-modal cardiac image segmentation	5
One model, two brains: Automatic fetal brain extraction from MR images of twins	5
Radiogenomic insights suggest that multiscale tumor heterogeneity is associated with interpretable radiomic features and outcomes in cancer patients	5
Fragment distance-guided dual-stream learning for automatic pelvic fracture segmentation	5
Multimodal transformer network for incomplete image generation and diagnosis of Alzheimer’s disease	5
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation	5
Editorial Board	5
Si-MSPDNet: A multiscale Siamese network with parallel partial decoders for the 3-D measurement of spines in 3D ultrasonic images	5
Semantically preserving adversarial unsupervised domain adaptation network for improving disease recognition from chest x-rays	5
GNN-based structural information to improve DNN-based basal ganglia segmentation in children following early brain lesion	5
Energy-guided diffusion model for CBCT-to-CT synthesis	5
Unsupervised registration for liver CT-MR images based on the multiscale integrated spatial-weight module and dual similarity guidance	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
Cell comparative learning: A cervical cytopathology whole slide image classification method using normal and abnormal cells	5
BP-Net: Boundary and perfusion feature guided dual-modality ultrasound video analysis network for fibrous cap integrity assessment	5
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images	5
Leveraging multithreading on edge computing for smart healthcare based on intelligent multimodal classification approach	5
Weakly supervised deep learning for prediction of treatment effectiveness on ovarian cancer from histopathology images	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
ImageCAS: A large-scale dataset and benchmark for coronary artery segmentation based on computed tomography angiography images	5
SGLSA: Sphygmus gated laser speckle angiography for microcirculation hemodynamics imaging	4
Multiple instance learning for digital pathology: A review of the state-of-the-art, limitations & future potential	4
Establishment of an intelligent analysis system for clinical image features of melanonychia based on deep learning image segmentation	4
RISING: A new framework for model-based few-view CT image reconstruction with deep learning	4
Diffusion-based image translation from white light to narrow-band imaging in gastrointestinal endoscopy	4