Computerized Medical Imaging and Graphics

Article	Citations
Editorial Board	128
Unraveling the complexity of Optical Coherence Tomography image segmentation using machine and deep learning techniques: A review	115
Diffusion-based virtual multi-stain staining for pituitary adenoma histopathology	105
Interpretable attention-based deep learning ensemble for personalized ovarian cancer treatment without manual annotations	91
GRFormer: 3D reconstruction of liver and tumor via gridding and transformer-based point cloud completion	73
Unsupervised feature correlation model to predict breast abnormal variation maps in longitudinal mammograms	68
A VVBP data-based pancreatic lesion detection model with noncontrast CT	62
A transformer-based hierarchical registration framework for multimodality deformable image registration	56
Unsupervised adversarial neural network for enhancing vasculature in photoacoustic tomography images using optical coherence tomography angiography	50
Pseudo-label-free instance screening of non-tumor regions in whole slide images for improved classification and survival prediction	49
Z-SSMNet: Zonal-aware Self-supervised Mesh Network for prostate cancer detection and diagnosis with Bi-parametric MRI	47
Head pose-assisted localization of facial landmarks for enhanced fast registration in skull base surgery	43
Unpaired virtual histological staining using prior-guided generative adversarial networks	43
Multimodal Cross Global Learnable Attention Network for MR images denoising with arbitrary modal missing	41
Segmentation of pelvic structures in T2 MRI via MR-to-CT synthesis	41
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	40
Entropy-guided partial annotation for cross-domain rib segmentation	40
Multi modality fusion transformer with spatio-temporal feature aggregation module for psychiatric disorder diagnosis	39
DB-SNet: A dual branch network for aortic component segmentation and lesion localization	38
Accurate segmentation of liver tumor from multi-modality non-contrast images using a dual-stream multi-level fusion framework	37
SFPGCL: Specificity-preserving federated population graph contrastive learning for multi-site ASD identification using rs-fMRI data	37
Segmentation-guided multi-modal brain tumors survival prediction model using pseudo-labeling approach	37
Lightweight wavelet convolutional network for guidewire segmentation	36
Subtraction-free artifact-aware digital subtraction angiography image generation for head and neck vessels from motion data	35
Intracranial steno-occlusive lesion detection on time-of-flight MR angiography using multi-task learning	34

Self-supervised network predicting neoadjuvant chemoradiotherapy response to locally advanced rectal cancer patients	33
SCANED: Siamese collateral assessment network for evaluation of collaterals from ischemic damage	32
Portable head CT motion artifact correction via diffusion-based generative model	31
C2BA-UNet: A c	31
CardSegNet: An adaptive hybrid CNN-vision transformer model for heart region segmentation in cardiac MRI	30
A knowledge-guided and uncertainty-calibrated multimodal framework for fracture diagnosis and radiology report generation	30
Interpretable multi-stage attention network to predict cancer subtype, microsatellite instability, TP53 mutation and TMB of endometrial and colorectal cancer	29
Efficient frequency-decomposed transformer via large vision model guidance for surgical image desmoking	29
Deep learning approach for accurate prostate cancer identification and stratification using combined immunostaining of cytokeratin, p63, and racemase	28
STFNet: A spatial–temporal feature aggregation network for breast lesion segmentation in ultrasound videos	28
DSIFNet: Implicit feature network for nasal cavity and vestibule segmentation from 3D head CT	28
LA-ResUNet: Attention-based network for longitudinal liver tumor segmentation from CT images	28
A CNN-Transformer fusion network for Diabetic retinopathy image classification	28
Prior knowledge-based multi-task learning network for pulmonary nodule classification	27
A lung biopsy path planning algorithm based on the double spherical constraint Pareto and indicators’ importance-correlation degree	26
A brain subcortical segmentation tool based on anatomy attentional fusion network for developing macaques	25
Hierarchical attention fusion of EUS-doppler features for GISTs risk assessment	25
An automatic radiomic-based approach for disease localization: A pilot study on COVID-19	25
Automated segmentation of deep brain structures from Inversion-Recovery MRI	24
A novel wavelet-transform-based convolution classification network for cervical lymph node metastasis of papillary thyroid carcinoma in ultrasound images	24
Incremental learning for an evolving stream of medical ultrasound images via counterfactual thinking	23
A multimodal skin lesion classification through cross-attention fusion and collaborative edge computing	23
A self-attention model for robust rigid slice-to-volume registration of functional MRI	23
Accurate and fast monocular endoscopic depth estimation of structure-content integrated diffusion	23
Improving segmentation and detection of lesions in CT scans using intensity distribution supervision	23
SML-Net: Semi-supervised multi-task learning network for carotid plaque segmentation and classification	23
3D-QCNet – A pipeline for automated artifact detection in diffusion MRI images	21
Semi-supervised hybrid spine network for segmentation of spine MR images	21
SLDPC: Slide-Level Dual-Prompt Collaboration for few-shot whole slide image classification	21
Multimodal data fusion with irregular PSA kinetics for automated prostate cancer grading	21
WISE: Efficient WSI selection for active learning in histopathology	21
Integrating AI into clinical practice: Human-centered design requirements for next-generation sequencing workflows	21
Adaptive aggregation in federated learning for retinal vein occlusion detection: A dynamic approach based on data distribution	21
Detection of Alzheimer’s disease using features of brain region-of-interest-based individual network constructed with the sMRI image	21
A multi-backbone cascade and morphology-aware segmentation network for complex morphological X-ray coronary artery images	21
A deep cardiac motion field analysis approach via global 2nd-order kinematic graph modeling	21
Enhancing cardiac function assessment: Developing and validating a domain adaptive framework for automating the segmentation of echocardiogram videos	21
Sequence based local–global information fusion framework for vertebrae detection under pathological and FOV variation challenges	20
Editorial Board	20
Self-supervised multi-modal feature fusion for predicting early recurrence of hepatocellular carcinoma	20
Automatic development of 3D anatomical models of border zone and core scar regions in the left ventricle	20
CQENet: A segmentation model for nasopharyngeal carcinoma based on confidence quantitative evaluation	20
Semi-supervised medical image classification via feature-level multi-scale consistency and adversarial training	19
A novel population-characteristic weighted sparse model for accurate respiratory motion prediction in CT-guided lung cancer interventions	19
Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localization	19
A novel center-based deep contrastive metric learning method for the detection of polymicrogyria in pediatric brain MRI	19
AlzFormer: Multi-modal framework for Alzheimer’s classification using MRI and graph-embedded demographics guided by adaptive attention gating	18
Super-resolution of magnetic resonance images using Generative Adversarial Networks	18
Enhancing breast cancer screening: Unveiling explainable cross-view contributions in dual-view mammography with Sparse Bipartite Graphs Attention Networks	18
Multi-representational deep transfer learning for classifying hemorrhagic metastases and non-neoplastic intracranial hematomas in multi-modal brain MRI scans	18

Deep reinforcement learning framework for thoracic diseases classification via prior knowledge guidance	18
Quasi-supervised learning for super-resolution PET	18
CALIMAR-GAN: An unpaired mask-guided attention network for metal artifact reduction in CT scans	18
Improving Vessel Segmentation with Multi-Task Learning and Auxiliary Data Available Only During Model Training	17
Multimodal fusion diagnosis of depression and anxiety based on CNN-LSTM model	17
SC-GAN: Structure-completion generative adversarial network for synthetic CT generation from MR images with truncated anatomy	17
ConvTNet fusion: A robust transformer-CNN framework for multi-class classification, multimodal feature fusion, and tissue heterogeneity handling	17
MultiNet 2.0: A lightweight attention-based deep learning network for stenosis measurement in carotid ultrasound scans and cardiovascular risk assessment	17
A comparison of an integrated and image-only deep learning model for predicting the disappearance of indeterminate pulmonary nodules	16
Interstitial-guided automatic clinical tumor volume segmentation network for cervical cancer brachytherapy	16
Fully automatic segmentation and monitoring of choriocapillaris flow voids in OCTA images	16
Convolutional–transformer fusion of ultrasound and diffuse optical tomography for breast lesion classification	16
Dynamic recurrent inference machines for accelerated MRI-guided radiotherapy of the liver	16
Uncertainty-aware regression model to predict post-operative visual acuity in patients with macular holes	16
BBox-Guided Segmentor: Leveraging expert knowledge for accurate stroke lesion segmentation using weakly supervised bounding box prior	16
AugmentA: Patient-specific augmented atrial model generation tool	16
A deep learning framework for reconstructing Breast Amide Proton Transfer weighted imaging sequences from sparse frequency offsets to dense frequency offsets	16
CPTV: Classification by tracking of carotid plaque in ultrasound videos	16
CT synthesis from MR in the pelvic area using Residual Transformer Conditional GAN	16
Automatic summarization of endoscopic skull base surgical videos through object detection and hidden Markov modeling	15
MRI texture-based radiomics analysis for the identification of altered functional networks in alcoholic patients and animal models	15
Bi-VesTreeFormer: A bidirectional topology-aware transformer framework for coronary vFFR estimation	15
Retinal OCT speckle as a biomarker for glaucoma diagnosis and staging	15
Distance guided generative adversarial network for explainable medical image classifications	15
Bridging 2D and 3D segmentation networks for computation-efficient volumetric medical image segmentation: An empirical study of 2.5D solutions	15
CS2former: Multimodal feature fusion transformer with dual channel-spatial feature extraction module for bipolar disorder diagnosis	15
Privacy-preserving multimodal fusion for Alzheimer’s staging: A federated vision transformer framework with explainable AI	15
A hybrid deep learning framework for epileptic seizure prediction using scalp and intracranial EEG data	15
Contrastive learning in brain imaging	14
MRI-based vector radiomics for predicting breast cancer HER2 status and its changes after neoadjuvant therapy	14
Mamba-based deformable medical image registration with an annotated brain MR-CT dataset	14
Utilizing domain knowledge to improve the classification of intravenous contrast phase of CT scans	14
A novel intelligent grade classification architecture for Patent Foramen Ovale by Contrast Transthoracic Echocardiography based on deep learning	14
Hierarchical multimodal fusion framework based on noisy label learning and attention mechanism for cancer classification with pathology and genomic features	14
Fluid-SegNet: Multi-dimensional loss-driven Y-Net with dilated convolutions for OCT B-scan fluid segmentation	14
Deep reinforcement learning and convolutional autoencoders for anomaly detection of congenital inner ear malformations in clinical CT images	14
Unpaired multi-modal training and single-modal testing for detecting signs of endometriosis	13
Cervical OCT image classification using contrastive masked autoencoders with Swin Transformer	13
MICDIR: Multi-scale inverse-consistent deformable image registration using UNetMSS with self-constructing graph latent	13
Blockchain and homomorphic encryption based privacy-preserving model aggregation for medical images	13
Spectral attribute reasoning for interpretable multi-modal pathological segmentation	13
Deep spatiotemporal clutter filtering of transthoracic echocardiographic images: Leveraging contextual attention and residual learning	13
Unsupervised domain adaptation based on feature and edge alignment for femur X-ray image segmentation	13
PatchCL-AE: Anomaly detection for medical images using patch-wise contrastive learning-based auto-encoder	13
Initial evaluation of a mixed-reality system for image-guided navigation during percutaneous liver tumor ablation	13
Invasion depth estimation of carcinoma cells using adaptive stain normalization to improve epidermis segmentation accuracy	13
Learning geometric and visual features for medical image segmentation with vision GNN	13
Self-supervised suppression of MRI cardiac device artifacts based on multi-instance contrastive learning and anisotropic spatiotemporal transformer	13
Fast X-ray/CT image registration based on perspective projection triangular features	13
On-cloud decision-support system for non-small cell lung cancer histology characterization from thorax computed tomography scans	12
C3MT: Confidence-Calibrated Contrastive Mean Teacher for semi-supervised medical image segmentation	12
Multi-network approach for image segmentation in non-contrast enhanced cardiac 3D MRI of arrhythmic patients	12
Towards explainable oral cancer recognition: Screening on imperfect images via Informed Deep Learning and Case-Based Reasoning	12
Progress and trends in neurological disorders research based on deep learning	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
ME-Mamba: Multi-Expert Mamba with efficient knowledge capture and fusion for multimodal survival analysis	12
RibFractureSys: A gem in the face of acute rib fracture diagnoses	12
DC-cycleGAN: Bidirectional CT-to-MR synthesis from unpaired data	12
AtlasSeg: Atlas prior guided dual-U-Net for tissue segmentation in fetal brain MRI	12
A 3D framework for segmentation of carotid artery vessel wall and identification of plaque compositions in multi-sequence MR images	12
Adjacent point aided vertebral landmark detection and Cobb angle measurement for automated AIS diagnosis	12
SAN-Wavelet cycleGAN for anatomical structure reinforcement and tissue detail preservation in abdominal CT synthesis	11
FAUDA-Net: Frequency-aware unsupervised domain adaptation network for multimodal medical image segmentation	11
End-systole and end-diastole detection in short axis cine MRI using a fully convolutional neural network with dilated convolutions	11
HF-VLP: A multimodal vision-language pre-trained model for diagnosing heart failure	11
Liver lesion segmentation in ultrasound: A benchmark and a baseline network	11
C5-net: Cross-organ cross-modality cswin-transformer coupled convolutional network for dual task transfer learning in lymph node segmentation and classification	11
CASCADE-FSL: Few-shot learning for collateral evaluation in ischemic stroke	11
PFMNet: Prototype-based feature mapping network for few-shot domain adaptation in medical image segmentation	11
HACA3: A unified approach for multi-site MR image harmonization	11
DeepHybrid-CNN: A hybrid approach for pre-processing of skin cancer images	11
Towards Generic Abdominal Multi-Organ Segmentation with multiple partially labeled datasets	11
Deep learning ensembles for detecting brain metastases in longitudinal multi-modal MRI studies	11
Leverage prior texture information in deep learning-based liver tumor segmentation: A plug-and-play Texture-Based Auto Pseudo Label module	11
A review on brain tumor segmentation based on deep learning methods with federated learning techniques	11
FetalBrainAwareNet: Bridging GANs with anatomical insight for fetal ultrasound brain plane synthesis	10
Towards better interpretable and generalizable AD detection using collective artificial intelligence	10
Stain color translation of multi-domain OSCC histopathology images using attention gated cGAN	10
TCDE-Net: An unsupervised dual-encoder network for 3D brain medical image registration	10

PCAN: Pixel-wise classification and attention network for thoracic disease classification and weakly supervised localization	10
RPDNet: A reconstruction-regularized parallel decoders network for rectal tumor and rectum co-segmentation	10
MedBLIP: A multimodal method of medical question-answering based on fine-tuning large language model	10
Multi-modal MRI synthesis with conditional latent diffusion models for data augmentation in tumor segmentation	10
One-shot learning for generalization in medical image classification across modalities	10
Editorial Board	10
LoRA-Enhanced RT-DETR: First Low-Rank Adaptation based DETR for real-time full body anatomical structures identification in musculoskeletal ultrasound	10
Dynamic MRI interpolation in temporal direction using an unsupervised generative model	10
MD-SGT: Multi-dilation spherical graph transformer for unsupervised medical image registration	10
Deep local-to-global feature learning for medical image super-resolution	10
Defect-adaptive landmark detection in pelvis CT images via personalized structure-aware learning	10
Secure and privacy-preserving surgical instrument segmentation in minimally invasive surgeries using federated differential privacy approach	10
SGAFNet: Robust brain tumor segmentation via learnable sequence-guided adaptive fusion in available MRI acquisitions	10
A technology framework for distributed preoperative planning and medical training in deep brain stimulation	10
Deformable registration of preoperative MR and intraoperative long-length tomosynthesis images for guidance of spine surgery via image synthesis	10
Machine learning-based diagnostics of capsular invasion in thyroid nodules with wide-field second harmonic generation microscopy	9
Standardized measurement of mid-surface shift of brain based on deep Hough transform	9
Robust Bayesian brain extraction by integrating structural subspace-based spatial prior into deep neural networks	9
Boundary-enhanced semi-supervised retinal layer segmentation in optical coherence tomography images using fewer labels	9
Medical report generation based on multimodal federated learning	9
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	9
Enhancing trabecular CT scans based on deep learning with multi-strategy fusion	9
SPARSE data, rich results: Few-shot semi-supervised learning via class-conditioned image translation	9
A lightweight multi-modality medical image semantic segmentation network base on the novel UNeXt and Wave-MLP	9
DCSM-Unet: Dual-path heterogeneous encoder with content-aware guidance and differential feature learning	9
Sub-features orthogonal decoupling: Detecting bone wall absence via a small number of abnormal examples for temporal CT images	9
Anatomical attention-based prediction of postoperative pulmonary venous obstruction via CTA images	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
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
Enhancing Vision-Language Model with Pretraining for Reasoning Medical Applications	9
Uncertainty-aware deep learning for segmentation of primary tumor and pathologic lymph nodes in oropharyngeal cancer: Insights from a multi-center cohort	9
Domain adaptive detection framework for multi-center bone tumor detection on radiographs	9
Siamese pyramidal deep learning network for strain estimation in 3D cardiac cine-MR	9
Multimodal data integration for early autism detection and LLM-driven personalized intervention: A review	9
A deep learning-based automated pipeline for colorectal cancer detection in contrast-enhanced CT images	9
A semi-supervised multiview-MRI network for the detection of Knee Osteoarthritis	9
End to end vision transformer architecture for brain stroke assessment based on multi-slice classification and localization using computed tomography	9
Automated microvascular invasion prediction of hepatocellular carcinoma via deep relation reasoning from dynamic contrast-enhanced ultrasound	9
Surgical augmented reality registration methods: A review from traditional to deep learning approaches	8
Weakly supervised multi-modal contrastive learning framework for predicting the HER2 scores in breast cancer	8
QUIZ: An arbitrary volumetric point matching method for medical image registration	8
An interpretable machine learning framework with data-informed imaging biomarkers for diagnosis and prediction of Alzheimer’s disease	8
A deep learning-based clinical decision support system for glioma grading using ensemble learning and knowledge distillation	8
Optic disc localization in fundus images through accumulated directional and radial blur analysis	8
A novel approach for estimating lung tumor motion based on dynamic features in 4D-CT	8
MFFUNet: A hybrid model with cross-attention-guided multi-feature fusion for automated segmentation of organs at risk in cervical cancer brachytherapy	8
A multimodal data acquisition and registration system for monitoring skin wounds: Wound modeling and accuracy estimation using phantoms	8
Med-SCoT: Structured chain-of-thought reasoning and evaluation for enhancing interpretability in medical visual question answering	8
Time multiscale regularization for nonlinear image registration	8
UltraBoneUDF: Self-supervised bone surface reconstruction from ultrasound based on neural unsigned distance functions	8
Calcium deblooming in coronary computed tomography angiography via semantic-oriented generative adversarial network	8
SGRRG: Leveraging radiology scene graphs for improved and abnormality-aware radiology report generation	8
Weakly supervised detection of pheochromocytomas and paragangliomas in CT using noisy data	8
NaMA-Mamba: Foundation model for generalizable nasal disease detection using masked autoencoder with Mamba on endoscopic images	7
Multimodal framework for TACE treatment response prediction in patients with hepatocellular carcinoma	7
Deep-active-learning approach towards accurate right ventricular segmentation using a two-level uncertainty estimation	7
CrossU-Net: Dual-modality cross-attention U-Net for segmentation of precancerous lesions in gastric cancer	7
Annotation-free prediction of treatment-specific tissue outcome from 4D CT perfusion imaging in acute ischemic stroke	7
P2	7
A graph neural network-based model with out-of-distribution robustness for enhancing antiretroviral therapy outcome prediction for HIV-1	7
A unified approach to medical image segmentation by leveraging mixed supervision and self and transfer learning (MIST)	7
Prediction of hematoma changes in spontaneous intracerebral hemorrhage using a Transformer-based generative adversarial network to generate follow-up CT images	7
SSIFNet: Spatial–temporal stereo information fusion network for self-supervised surgical video inpainting	7
Synthetically trained convolutional neural networks for improved tensor estimation from free-breathing cardiac DTI	7
CR-GLoCo: Cross-Resolution Learning via Global-Local Context Consistency for semi-supervised 3D medical segmentation	7
Dual-task kidney MR segmentation with transformers in autosomal-dominant polycystic kidney disease	7
A contrastive consistency semi-supervised left atrium segmentation model	7
Cross-modality cerebrovascular segmentation based on pseudo-label generation via paired data	7
CGNet: Few-shot learning for Intracranial Hemorrhage Segmentation	7
Automatic prediction of acute coronary syndrome based on pericoronary adipose tissue and atherosclerotic plaques	7
Boosting medical image segmentation via conditional-synergistic convolution and lesion decoupling	6
Evidence modeling for reliability learning and interpretable decision-making under multi-modality medical image segmentation	6
Robust brain MRI image classification with SIBOW-SVM	6
BTSC-TNAS: A neural architecture search-based transformer for brain tumor segmentation and classification	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
Agent-MIRA: AI-orchestrated medical imaging agent for PET image retrieval and assistance	6
A review of AutoML optimization techniques for medical image applications	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
Predicting 4D liver MRI for MR-guided interventions	6
Two-stage color fundus image registration via Keypoint Refinement and Confidence-Guided Estimation	6
Differentiable Neural Architecture Search for medical image segmentation: A systematic review and field audit	6
AFSegNet: few-shot 3D ankle-foot bone segmentation via hierarchical feature distillation and multi-scale attention and fusion	6
Adaptive prompting for dual-task learning: Towards high-quality MRI reconstruction from unidentified degradation	6
SMILE: Siamese Multi-scale Interactive-representation LEarning for Hierarchical Diffeomorphic Deformable image registration	6
Deep Guess acceleration for explainable image reconstruction in sparse-view CT	6
A novel generative model for brain tumor detection using magnetic resonance imaging	6
Unsupervised registration for liver CT-MR images based on the multiscale integrated spatial-weight module and dual similarity guidance	6
Causal recurrent intervention for cross-modal cardiac image segmentation	6
BP-Net: Boundary and perfusion feature guided dual-modality ultrasound video analysis network for fibrous cap integrity assessment	6
HALSR-Net: Improving CNN Segmentation of Cardiac Left Ventricle MRI with Hybrid Attention and Latent Space Reconstruction	6
Multimodal transformer network for incomplete image generation and diagnosis of Alzheimer’s disease	6
SSTU: Swin-Spectral Transformer U-Net for hyperspectral whole slide image reconstruction	6