Computerized Medical Imaging and Graphics

Article	Citations
A VVBP data-based pancreatic lesion detection model with noncontrast CT	136
Entropy-guided partial annotation for cross-domain rib segmentation	118
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	112
Interpretable attention-based deep learning ensemble for personalized ovarian cancer treatment without manual annotations	80
Diffusion-based virtual multi-stain staining for pituitary adenoma histopathology	76
Unsupervised feature correlation model to predict breast abnormal variation maps in longitudinal mammograms	66
GRFormer: 3D reconstruction of liver and tumor via gridding and transformer-based point cloud completion	60
Pseudo-label-free instance screening of non-tumor regions in whole slide images for improved classification and survival prediction	59
DB-SNet: A dual branch network for aortic component segmentation and lesion localization	56
Segmentation of pelvic structures in T2 MRI via MR-to-CT synthesis	52
Head pose-assisted localization of facial landmarks for enhanced fast registration in skull base surgery	49
Unraveling the complexity of Optical Coherence Tomography image segmentation using machine and deep learning techniques: A review	49
CGHNet: Cross-Guided 2D–3D Hybrid Network with attention mechanism for focal liver lesion classification	47
A transformer-based hierarchical registration framework for multimodality deformable image registration	46
Multi modality fusion transformer with spatio-temporal feature aggregation module for psychiatric disorder diagnosis	46
SFPGCL: Specificity-preserving federated population graph contrastive learning for multi-site ASD identification using rs-fMRI data	45
Unpaired virtual histological staining using prior-guided generative adversarial networks	44
Unsupervised adversarial neural network for enhancing vasculature in photoacoustic tomography images using optical coherence tomography angiography	43
Z-SSMNet: Zonal-aware Self-supervised Mesh Network for prostate cancer detection and diagnosis with Bi-parametric MRI	42
Segmentation-guided multi-modal brain tumors survival prediction model using pseudo-labeling approach	41
Multimodal Cross Global Learnable Attention Network for MR images denoising with arbitrary modal missing	38
Lightweight wavelet convolutional network for guidewire segmentation	37
STFNet: A spatial–temporal feature aggregation network for breast lesion segmentation in ultrasound videos	36
Efficient frequency-decomposed transformer via large vision model guidance for surgical image desmoking	36
Intracranial steno-occlusive lesion detection on time-of-flight MR angiography using multi-task learning	33

DSIFNet: Implicit feature network for nasal cavity and vestibule segmentation from 3D head CT	33
Portable head CT motion artifact correction via diffusion-based generative model	32
SCANED: Siamese collateral assessment network for evaluation of collaterals from ischemic damage	32
Subtraction-free artifact-aware digital subtraction angiography image generation for head and neck vessels from motion data	32
Prior knowledge-based multi-task learning network for pulmonary nodule classification	30
CardSegNet: An adaptive hybrid CNN-vision transformer model for heart region segmentation in cardiac MRI	30
LA-ResUNet: Attention-based network for longitudinal liver tumor segmentation from CT images	30
Accurate segmentation of liver tumor from multi-modality non-contrast images using a dual-stream multi-level fusion framework	30
A CNN-Transformer fusion network for Diabetic retinopathy image classification	29
Interpretable multi-stage attention network to predict cancer subtype, microsatellite instability, TP53 mutation and TMB of endometrial and colorectal cancer	29
Self-supervised network predicting neoadjuvant chemoradiotherapy response to locally advanced rectal cancer patients	28
C	28
Deep learning approach for accurate prostate cancer identification and stratification using combined immunostaining of cytokeratin, p63, and racemase	28
A lung biopsy path planning algorithm based on the double spherical constraint Pareto and indicators’ importance-correlation degree	27
SLDPC: Slide-Level Dual-Prompt Collaboration for few-shot whole slide image classification	27
Hierarchical attention fusion of EUS-doppler features for GISTs risk assessment	27
A knowledge-guided and uncertainty-calibrated multimodal framework for fracture diagnosis and radiology report generation	27
A novel wavelet-transform-based convolution classification network for cervical lymph node metastasis of papillary thyroid carcinoma in ultrasound images	26
RFD: A Reducing Feature Discrepancy method for unsupervised cross-modality SAM adaptation	26
Self-supervised multi-modal feature fusion for predicting early recurrence of hepatocellular carcinoma	25
A deep cardiac motion field analysis approach via global 2nd-order kinematic graph modeling	25
A brain subcortical segmentation tool based on anatomy attentional fusion network for developing macaques	25
3D-QCNet – A pipeline for automated artifact detection in diffusion MRI images	24
Adaptive aggregation in federated learning for retinal vein occlusion detection: A dynamic approach based on data distribution	24
A self-attention model for robust rigid slice-to-volume registration of functional MRI	24
Automated segmentation of deep brain structures from Inversion-Recovery MRI	24
An automatic radiomic-based approach for disease localization: A pilot study on COVID-19	24
WISE: Efficient WSI selection for active learning in histopathology	24
Accurate and fast monocular endoscopic depth estimation of structure-content integrated diffusion	24
Improving segmentation and detection of lesions in CT scans using intensity distribution supervision	23
Incremental learning for an evolving stream of medical ultrasound images via counterfactual thinking	23
Semi-supervised hybrid spine network for segmentation of spine MR images	23
Integrating AI into clinical practice: Human-centered design requirements for next-generation sequencing workflows	23
Multimodal data fusion with irregular PSA kinetics for automated prostate cancer grading	23
A multimodal skin lesion classification through cross-attention fusion and collaborative edge computing	23
Enhancing cardiac function assessment: Developing and validating a domain adaptive framework for automating the segmentation of echocardiogram videos	22
Sequence based local–global information fusion framework for vertebrae detection under pathological and FOV variation challenges	22
A multi-backbone cascade and morphology-aware segmentation network for complex morphological X-ray coronary artery images	22
CALIMAR-GAN: An unpaired mask-guided attention network for metal artifact reduction in CT scans	22
SML-Net: Semi-supervised multi-task learning network for carotid plaque segmentation and classification	22
Editorial Board	22
A novel population-characteristic weighted sparse model for accurate respiratory motion prediction in CT-guided lung cancer interventions	21
Multi-representational deep transfer learning for classifying hemorrhagic metastases and non-neoplastic intracranial hematomas in multi-modal brain MRI scans	21
ConvTNet fusion: A robust transformer-CNN framework for multi-class classification, multimodal feature fusion, and tissue heterogeneity handling	21
Automatic development of 3D anatomical models of border zone and core scar regions in the left ventricle	21
Uninformed Teacher-Student for hard-samples distillation in weakly supervised mitosis localization	21
MultiNet 2.0: A lightweight attention-based deep learning network for stenosis measurement in carotid ultrasound scans and cardiovascular risk assessment	21
Fully automatic segmentation and monitoring of choriocapillaris flow voids in OCTA images	21
Quasi-supervised learning for super-resolution PET	21
Convolutional–transformer fusion of ultrasound and diffuse optical tomography for breast lesion classification	20

A novel center-based deep contrastive metric learning method for the detection of polymicrogyria in pediatric brain MRI	20
Enhancing breast cancer screening: Unveiling explainable cross-view contributions in dual-view mammography with Sparse Bipartite Graphs Attention Networks	20
Improving Vessel Segmentation with Multi-Task Learning and Auxiliary Data Available Only During Model Training	20
Multimodal fusion diagnosis of depression and anxiety based on CNN-LSTM model	19
AugmentA: Patient-specific augmented atrial model generation tool	19
BBox-Guided Segmentor: Leveraging expert knowledge for accurate stroke lesion segmentation using weakly supervised bounding box prior	19
CT synthesis from MR in the pelvic area using Residual Transformer Conditional GAN	18
A comparison of an integrated and image-only deep learning model for predicting the disappearance of indeterminate pulmonary nodules	18
AlzFormer: Multi-modal framework for Alzheimer’s classification using MRI and graph-embedded demographics guided by adaptive attention gating	18
SC-GAN: Structure-completion generative adversarial network for synthetic CT generation from MR images with truncated anatomy	18
CQENet: A segmentation model for nasopharyngeal carcinoma based on confidence quantitative evaluation	18
Deep reinforcement learning framework for thoracic diseases classification via prior knowledge guidance	18
Super-resolution of magnetic resonance images using Generative Adversarial Networks	17
Semi-supervised medical image classification via feature-level multi-scale consistency and adversarial training	17
Retinal OCT speckle as a biomarker for glaucoma diagnosis and staging	17
Hierarchical multimodal fusion framework based on noisy label learning and attention mechanism for cancer classification with pathology and genomic features	16
A deep learning framework for reconstructing Breast Amide Proton Transfer weighted imaging sequences from sparse frequency offsets to dense frequency offsets	16
Dynamic recurrent inference machines for accelerated MRI-guided radiotherapy of the liver	16
A hybrid deep learning framework for epileptic seizure prediction using scalp and intracranial EEG data	16
Interstitial-guided automatic clinical tumor volume segmentation network for cervical cancer brachytherapy	16
Uncertainty-aware regression model to predict post-operative visual acuity in patients with macular holes	15
Automatic summarization of endoscopic skull base surgical videos through object detection and hidden Markov modeling	15
Distance guided generative adversarial network for explainable medical image classifications	15
CPTV: Classification by tracking of carotid plaque in ultrasound videos	15
CS2former: Multimodal feature fusion transformer with dual channel-spatial feature extraction module for bipolar disorder diagnosis	15
Bi-VesTreeFormer: A bidirectional topology-aware transformer framework for coronary vFFR estimation	15
Privacy-preserving multimodal fusion for Alzheimer’s staging: A federated vision transformer framework with explainable AI	15
Vessel-MAYON: A 3D direction-aware deep network for intracranial vessel segmentation from MRA Images	15
MRI texture-based radiomics analysis for the identification of altered functional networks in alcoholic patients and animal models	15
Contrastive learning in brain imaging	15
Mamba-based deformable medical image registration with an annotated brain MR-CT dataset	15
MICDIR: Multi-scale inverse-consistent deformable image registration using UNetMSS with self-constructing graph latent	14
A novel intelligent grade classification architecture for Patent Foramen Ovale by Contrast Transthoracic Echocardiography based on deep learning	14
Self-supervised suppression of MRI cardiac device artifacts based on multi-instance contrastive learning and anisotropic spatiotemporal transformer	14
iPCa-Net: A CNN-based framework for predicting incidental prostate cancer using multiparametric MRI	14
On-cloud decision-support system for non-small cell lung cancer histology characterization from thorax computed tomography scans	14
Deep spatiotemporal clutter filtering of transthoracic echocardiographic images: Leveraging contextual attention and residual learning	14
Fluid-SegNet: Multi-dimensional loss-driven Y-Net with dilated convolutions for OCT B-scan fluid segmentation	14
AtlasSeg: Atlas prior guided dual-U-Net for tissue segmentation in fetal brain MRI	14
Invasion depth estimation of carcinoma cells using adaptive stain normalization to improve epidermis segmentation accuracy	14
Fast X-ray/CT image registration based on perspective projection triangular features	14
Utilizing domain knowledge to improve the classification of intravenous contrast phase of CT scans	14
Unpaired multi-modal training and single-modal testing for detecting signs of endometriosis	14
Spectral attribute reasoning for interpretable multi-modal pathological segmentation	13
DC-cycleGAN: Bidirectional CT-to-MR synthesis from unpaired data	13
Multi-network approach for image segmentation in non-contrast enhanced cardiac 3D MRI of arrhythmic patients	13
Cervical OCT image classification using contrastive masked autoencoders with Swin Transformer	13
MRI-based vector radiomics for predicting breast cancer HER2 status and its changes after neoadjuvant therapy	13
RibFractureSys: A gem in the face of acute rib fracture diagnoses	13
SAN-Wavelet cycleGAN for anatomical structure reinforcement and tissue detail preservation in abdominal CT synthesis	13
CASCADE-FSL: Few-shot learning for collateral evaluation in ischemic stroke	13
Unsupervised domain adaptation based on feature and edge alignment for femur X-ray image segmentation	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
Initial evaluation of a mixed-reality system for image-guided navigation during percutaneous liver tumor ablation	13
Towards Generic Abdominal Multi-Organ Segmentation with multiple partially labeled datasets	13
Learning geometric and visual features for medical image segmentation with vision GNN	13
Blockchain and homomorphic encryption based privacy-preserving model aggregation for medical images	13
Progress and trends in neurological disorders research based on deep learning	13
ME-Mamba: Multi-Expert Mamba with efficient knowledge capture and fusion for multimodal survival analysis	12
Deep learning ensembles for detecting brain metastases in longitudinal multi-modal MRI studies	12
Liver lesion segmentation in ultrasound: A benchmark and a baseline network	12
FAUDA-Net: Frequency-aware unsupervised domain adaptation network for multimodal medical image segmentation	12
DeepHybrid-CNN: A hybrid approach for pre-processing of skin cancer images	12
C5-net: Cross-organ cross-modality cswin-transformer coupled convolutional network for dual task transfer learning in lymph node segmentation and classification	12
ADLS: Alignment of discrete latent spaces for unsupervised cross-modality medical image translation	12
Leverage prior texture information in deep learning-based liver tumor segmentation: A plug-and-play Texture-Based Auto Pseudo Label module	12
Adjacent point aided vertebral landmark detection and Cobb angle measurement for automated AIS diagnosis	12
A 3D framework for segmentation of carotid artery vessel wall and identification of plaque compositions in multi-sequence MR images	12
PFMNet: Prototype-based feature mapping network for few-shot domain adaptation in medical image segmentation	12
Towards explainable oral cancer recognition: Screening on imperfect images via Informed Deep Learning and Case-Based Reasoning	11
One-shot learning for generalization in medical image classification across modalities	11
A review on brain tumor segmentation based on deep learning methods with federated learning techniques	11
SGAFNet: Robust brain tumor segmentation via learnable sequence-guided adaptive fusion in available MRI acquisitions	11
Uncertainty-aware deep learning for segmentation of primary tumor and pathologic lymph nodes in oropharyngeal cancer: Insights from a multi-center cohort	11
Defect-adaptive landmark detection in pelvis CT images via personalized structure-aware learning	11
TCDE-Net: An unsupervised dual-encoder network for 3D brain medical image registration	11
A technology framework for distributed preoperative planning and medical training in deep brain stimulation	11
HACA3: A unified approach for multi-site MR image harmonization	11
Stain color translation of multi-domain OSCC histopathology images using attention gated cGAN	11

HF-VLP: A multimodal vision-language pre-trained model for diagnosing heart failure	11
Multi-modal MRI synthesis with conditional latent diffusion models for data augmentation in tumor segmentation	11
Towards better interpretable and generalizable AD detection using collective artificial intelligence	11
PCAN: Pixel-wise classification and attention network for thoracic disease classification and weakly supervised localization	11
Secure and privacy-preserving surgical instrument segmentation in minimally invasive surgeries using federated differential privacy approach	11
Generative AI pipeline with model-guided filtering for sim-to-real transfer in surgical imaging	11
LoRA-Enhanced RT-DETR: First Low-Rank Adaptation based DETR for real-time full body anatomical structures identification in musculoskeletal ultrasound	11
RPDNet: A reconstruction-regularized parallel decoders network for rectal tumor and rectum co-segmentation	11
C3MT: Confidence-Calibrated Contrastive Mean Teacher for semi-supervised medical image segmentation	11
Editorial Board	11
Dynamic MRI interpolation in temporal direction using an unsupervised generative model	10
Domain adaptive detection framework for multi-center bone tumor detection on radiographs	10
Boundary-aware glomerulus segmentation: Toward one-to-many stain generalization	10
A lightweight multi-modality medical image semantic segmentation network base on the novel UNeXt and Wave-MLP	10
Machine learning-based diagnostics of capsular invasion in thyroid nodules with wide-field second harmonic generation microscopy	10
MD-SGT: Multi-dilation spherical graph transformer for unsupervised medical image registration	10
Deformable registration of preoperative MR and intraoperative long-length tomosynthesis images for guidance of spine surgery via image synthesis	10
SPARSE data, rich results: Few-shot semi-supervised learning via class-conditioned image translation	10
Siamese pyramidal deep learning network for strain estimation in 3D cardiac cine-MR	10
Deep local-to-global feature learning for medical image super-resolution	10
FetalBrainAwareNet: Bridging GANs with anatomical insight for fetal ultrasound brain plane synthesis	10
Automated microvascular invasion prediction of hepatocellular carcinoma via deep relation reasoning from dynamic contrast-enhanced ultrasound	10
MedBLIP: A multimodal method of medical question-answering based on fine-tuning large language model	10
Robust Bayesian brain extraction by integrating structural subspace-based spatial prior into deep neural networks	10
Enhancing vision-language model with pretraining for reasoning medical applications	10
Boundary-enhanced semi-supervised retinal layer segmentation in optical coherence tomography images using fewer labels	10
Wavelet spectral-aware Kolmogorov-Arnold Network for organ and tumor segmentation	10
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
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
A semi-supervised multiview-MRI network for the detection of Knee Osteoarthritis	9
A deep learning-based automated pipeline for colorectal cancer detection in contrast-enhanced CT images	9
Anatomical attention-based prediction of postoperative pulmonary venous obstruction via CTA images	9
Self-supervised isotropic reconstruction for abnormality detection in anisotropic MRI	9
Enhancing trabecular CT scans based on deep learning with multi-strategy fusion	9
Multimodal data integration for early autism detection and LLM-driven personalized intervention: A review	9
Learning generalizable representations across Heterogeneous Acquisition Environments for Breast Ultrasound Diagnosis	9
Sub-features orthogonal decoupling: Detecting bone wall absence via a small number of abnormal examples for temporal CT images	9
A deep learning-based clinical decision support system for glioma grading using ensemble learning and knowledge distillation	9
End to end vision transformer architecture for brain stroke assessment based on multi-slice classification and localization using computed tomography	9
ScribSAM: A robust scribble-supervised framework for spatiotemporal segmentation of breast lesions in ultrasound videos	9
DCSM-Unet: Dual-path heterogeneous encoder with content-aware guidance and differential feature learning	9
Medical report generation based on multimodal federated learning	9
Standardized measurement of mid-surface shift of brain based on deep Hough transform	9
A lightweight network for segmenting tree-like structures in medical images	9
SSIFNet: Spatial–temporal stereo information fusion network for self-supervised surgical video inpainting	8
Calcium deblooming in coronary computed tomography angiography via semantic-oriented generative adversarial network	8
Weakly supervised detection of pheochromocytomas and paragangliomas in CT using noisy data	8
UltraBoneUDF: Self-supervised bone surface reconstruction from ultrasound based on neural unsigned distance functions	8
QUIZ: An arbitrary volumetric point matching method for medical image registration	8
Prediction of hematoma changes in spontaneous intracerebral hemorrhage using a Transformer-based generative adversarial network to generate follow-up CT images	8
MFFUNet: A hybrid model with cross-attention-guided multi-feature fusion for automated segmentation of organs at risk in cervical cancer brachytherapy	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
A novel approach for estimating lung tumor motion based on dynamic features in 4D-CT	8
CGNet: Few-shot learning for Intracranial Hemorrhage Segmentation	8
A multimodal data acquisition and registration system for monitoring skin wounds: Wound modeling and accuracy estimation using phantoms	8
Weakly supervised multi-modal contrastive learning framework for predicting the HER2 scores in breast cancer	8
SGRRG: Leveraging radiology scene graphs for improved and abnormality-aware radiology report generation	8
CrossU-Net: Dual-modality cross-attention U-Net for segmentation of precancerous lesions in gastric cancer	7
Deep-active-learning approach towards accurate right ventricular segmentation using a two-level uncertainty estimation	7
Multimodal framework for TACE treatment response prediction in patients with hepatocellular carcinoma	7
Deep Guess acceleration for explainable image reconstruction in sparse-view CT	7
CMT-FFNet: A CMT-based feature-fusion network for predicting TACE treatment response in hepatocellular carcinoma	7
Robust brain MRI image classification with SIBOW-SVM	7
Evidence modeling for reliability learning and interpretable decision-making under multi-modality medical image segmentation	7
An interpretable machine learning framework with data-informed imaging biomarkers for diagnosis and prediction of Alzheimer’s disease	7
P2	7
A graph neural network-based model with out-of-distribution robustness for enhancing antiretroviral therapy outcome prediction for HIV-1	7
CR-GLoCo: Cross-Resolution Learning via Global-Local Context Consistency for semi-supervised 3D medical segmentation	7
NaMA-Mamba: Foundation model for generalizable nasal disease detection using masked autoencoder with Mamba on endoscopic images	7
A review of AutoML optimization techniques for medical image applications	7
Cross-modality cerebrovascular segmentation based on pseudo-label generation via paired data	7
Surgical augmented reality registration methods: A review from traditional to deep learning approaches	7
Dual-task kidney MR segmentation with transformers in autosomal-dominant polycystic kidney disease	7
Predicting 4D liver MRI for MR-guided interventions	7
Boosting medical image segmentation via conditional-synergistic convolution and lesion decoupling	7
A unified approach to medical image segmentation by leveraging mixed supervision and self and transfer learning (MIST)	7
SSTU: Swin-Spectral Transformer U-Net for hyperspectral whole slide image reconstruction	7
AFSegNet: few-shot 3D ankle-foot bone segmentation via hierarchical feature distillation and multi-scale attention and fusion	6
HALSR-Net: Improving CNN Segmentation of Cardiac Left Ventricle MRI with Hybrid Attention and Latent Space Reconstruction	6
BP-Net: Boundary and perfusion feature guided dual-modality ultrasound video analysis network for fibrous cap integrity assessment	6
Leveraging multithreading on edge computing for smart healthcare based on intelligent multimodal classification approach	6
Semantic token-guided hierarchical adversarial knowledge distillation for 3D abdominal organ segmentation	6
Radiogenomic insights suggest that multiscale tumor heterogeneity is associated with interpretable radiomic features and outcomes in cancer patients	6
BTSC-TNAS: A neural architecture search-based transformer for brain tumor segmentation and classification	6
Automatic prediction of acute coronary syndrome based on pericoronary adipose tissue and atherosclerotic plaques	6
Adaptive prompting for dual-task learning: Towards high-quality MRI reconstruction from unidentified degradation	6
ImageCAS: A large-scale dataset and benchmark for coronary artery segmentation based on computed tomography angiography images	6
Semantically preserving adversarial unsupervised domain adaptation network for improving disease recognition from chest x-rays	6
Multimodal transformer network for incomplete image generation and diagnosis of Alzheimer’s disease	6
Causal recurrent intervention for cross-modal cardiac image segmentation	6
Agent-MIRA: AI-orchestrated medical imaging agent for PET image retrieval and assistance	6
CIS-UNet: Multi-class segmentation of the aorta in computed tomography angiography via context-aware shifted window self-attention	6
Energy-guided diffusion model for CBCT-to-CT synthesis	6
GNN-based structural information to improve DNN-based basal ganglia segmentation in children following early brain lesion	6