OOIR: Observatory of International Research

Papers

(The TQCC of Computerized Medical Imaging and Graphics is 9. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-02-01 to 2025-02-01.)

Article	Citations
Retrospective study of deep learning to reduce noise in non-contrast head CT images	274
Using temporal and structural data to reconstruct 3D cerebral vasculature from a pair of 2D digital subtraction angiography sequences	145
Bayesian K-SVD for H and E blind color deconvolution. Applications to stain normalization, data augmentation and cancer classification	128
Tissue-specific deformable image registration using a spatial-contextual filter	92
Three-dimensional breast tumor segmentation on DCE-MRI with a multilabel attention-guided joint-phase-learning network	79
Dual-domain accelerated MRI reconstruction using transformers with learning-based undersampling	77
A deep registration method for accurate quantification of joint space narrowing progression in rheumatoid arthritis	73
CAVE: Cerebral artery–vein segmentation in digital subtraction angiography	61
Detecting thyroid nodules along with surrounding tissues and tracking nodules using motion prior in ultrasound videos	59
Towards explainable oral cancer recognition: Screening on imperfect images via Informed Deep Learning and Case-Based Reasoning	59
Unsupervised adversarial neural network for enhancing vasculature in photoacoustic tomography images using optical coherence tomography angiography	56
Multi modality fusion transformer with spatio-temporal feature aggregation module for psychiatric disorder diagnosis	55
Template-based graph registration network for boosting the diagnosis of brain connectivity disorders	54
Automatic artery/vein classification methods for retinal blood vessel: A review	51
Retinex model based stain normalization technique for whole slide image analysis	50
GNN-based structural information to improve DNN-based basal ganglia segmentation in children following early brain lesion	45
Weakly-supervised preclinical tumor localization associated with survival prediction from lung cancer screening Chest X-ray images	44
3DFRINet: A Framework for the Detection and Diagnosis of Fracture Related Infection in Low Extremities Based on 18F-FDG PET/CT 3D Images	42
Deep learning-based glomerulus detection and classification with generative morphology augmentation in renal pathology images	40
A predictive framework based on brain volume trajectories enabling early detection of Alzheimer's disease	39
Dual-task ultrasound spine transverse vertebrae segmentation network with contour regularization	38
Self-supervised-RCNN for medical image segmentation with limited data annotation	36
Deep learning ensembles for detecting brain metastases in longitudinal multi-modal MRI studies	35
A comprehensive approach for evaluating lymphovascular invasion in invasive breast cancer: Leveraging multimodal MRI findings, radiomics, and deep learning analysis of intra- and peritumoral regions	35
A 3D framework for segmentation of carotid artery vessel wall and identification of plaque compositions in multi-sequence MR images	33

PFMNet: Prototype-based feature mapping network for few-shot domain adaptation in medical image segmentation	31
A2OURSR: Adaptive adjustment based real MRI super-resolution via opinion-unaware measurements	30
Use of semi-synthetic data for catheter segmentation improvement	30
Leverage prior texture information in deep learning-based liver tumor segmentation: A plug-and-play Texture-Based Auto Pseudo Label module	28
Editorial Board	28
Semantically preserving adversarial unsupervised domain adaptation network for improving disease recognition from chest x-rays	27
BP-Net: Boundary and perfusion feature guided dual-modality ultrasound video analysis network for fibrous cap integrity assessment	27
Editorial Board	27
CylinGCN: Cylindrical structures segmentation in 3D biomedical optical imaging by a contour-based graph convolutional network	26
Si-MSPDNet: A multiscale Siamese network with parallel partial decoders for the 3-D measurement of spines in 3D ultrasonic images	26
Segmentation of pelvic structures in T2 MRI via MR-to-CT synthesis	26
Automatic detection of myocardial ischaemia using generalisable spatio-temporal hierarchical Bayesian modelling of DCE-MRI	24
Pattern classification for breast lesion on FFDM by integration of radiomics and deep features	24
Ultrasonographic pathological grading of prostate cancer using automatic region-based Gleason grading network	24
Lesion synthesis to improve intracranial hemorrhage detection and classification for CT images	23
Deformable adversarial registration network with multiple loss constraints	22
A deep cascade of ensemble of dual domain networks with gradient-based T1 assistance and perceptual refinement for fast MRI reconstruction	22
Editorial Board	22
Editorial Board	21
TSU-net: Two-stage multi-scale cascade and multi-field fusion U-net for right ventricular segmentation	21
3D multi-scale, multi-task, and multi-label deep learning for prediction of lymph node metastasis in T1 lung adenocarcinoma patients' CT images	21
Classification of squamous cell carcinoma from FF-OCT images: Data selection and progressive model construction	21
Editorial Board	20
An artificial-intelligence lung imaging analysis system (ALIAS) for population-based nodule computing in CT scans	20
Rapid analysis of streaming platelet images by semi-unsupervised learning	20
Weak lesion feature extraction by dual-branch separation and enhancement network for safe hemorrhagic transformation prediction	20
Unpaired virtual histological staining using prior-guided generative adversarial networks	19
Tumor classification in automated breast ultrasound (ABUS) based on a modified extracting feature network	19
Dual energy CT image prediction on primary tumor of lung cancer for nodal metastasis using deep learning	19
A transformer-based hierarchical registration framework for multimodality deformable image registration	19
Multimodal transformer network for incomplete image generation and diagnosis of Alzheimer’s disease	19
One model, two brains: Automatic fetal brain extraction from MR images of twins	18
Multi-network approach for image segmentation in non-contrast enhanced cardiac 3D MRI of arrhythmic patients	18
Energy-guided diffusion model for CBCT-to-CT synthesis	18
Unsupervised feature correlation model to predict breast abnormal variation maps in longitudinal mammograms	18
Knowledge transfer between brain lesion segmentation tasks with increased model capacity	18
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images	17
RibFractureSys: A gem in the face of acute rib fracture diagnoses	17
Image reconstruction using UNET-transformer network for fast and low-dose PET scans	17
Fragment distance-guided dual-stream learning for automatic pelvic fracture segmentation	17
Interpretable attention-based deep learning ensemble for personalized ovarian cancer treatment without manual annotations	16
Unraveling the complexity of Optical Coherence Tomography image segmentation using machine and deep learning techniques: A review	16
Guidelines for cerebrovascular segmentation: Managing imperfect annotations in the context of semi-supervised learning	16
Real-time simulation of viscoelastic tissue behavior with physics-guided deep learning	16
Unsupervised registration for liver CT-MR images based on the multiscale integrated spatial-weight module and dual similarity guidance	16
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	16
Automated MRI based pipeline for segmentation and prediction of grade, IDH mutation and 1p19q co-deletion in glioma	15
Deep convolutional feature details for better knee disorder diagnoses in magnetic resonance images	15
Deep transfer learning approaches for bleeding detection in endoscopy images	14
Weakly supervised deep learning for prediction of treatment effectiveness on ovarian cancer from histopathology images	14

A survey on graph-based deep learning for computational histopathology	14
BTSC-TNAS: A neural architecture search-based transformer for brain tumor segmentation and classification	14
ImageCAS: A large-scale dataset and benchmark for coronary artery segmentation based on computed tomography angiography images	14
Shortcomings and areas for improvement in digital pathology image segmentation challenges	14
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation	14
Multimodal Cross Global Learnable Attention Network for MR images denoising with arbitrary modal missing	13
Dual attention model with reinforcement learning for classification of histology whole-slide images	13
Self-supervised learning on dual-sequence magnetic resonance imaging for automatic segmentation of nasopharyngeal carcinoma	13
Entity-level multiple instance leanring for mesoscopic histopathology images classification with Bayesian collaborative learning and pathological prior transfer	13
Residual attention based uncertainty-guided mean teacher model for semi-supervised breast masses segmentation in 2D ultrasonography	13
An anthropomorphic diagnosis system of pulmonary nodules using weak annotation-based deep learning	13
Adjacent point aided vertebral landmark detection and Cobb angle measurement for automated AIS diagnosis	13
WeGleNet: A weakly-supervised convolutional neural network for the semantic segmentation of Gleason grades in prostate histology images	13
AFSegNet: few-shot 3D ankle-foot bone segmentation via hierarchical feature distillation and multi-scale attention and fusion	13
Precision dose prediction for breast cancer patients undergoing IMRT: The Swin-UMamba-Channel Model	13
Deep learning based automatic diagnosis of first-episode psychosis, bipolar disorder and healthy controls	12
Does perfect filtering really guarantee perfect phase correction for diffusion MRI data?	12
A modified U-net with graph representation for dose prediction in esophageal cancer radiotherapy plans	12
Editorial Board	12
Reciprocal assistance of intravascular imaging in three-dimensional stent reconstruction: Using cross-modal translation based on disentanglement representation	12
Explainable survival analysis with uncertainty using convolution-involved vision transformer	12
Coarse-to-fine registration and time-intensity curves constraint for liver DCE-MRI synthesis	12
Long term and robust 6DoF motion tracking for highly dynamic stereo endoscopy videos	12
Editorial Board	12
Deep learning approach for accurate prostate cancer identification and stratification using combined immunostaining of cytokeratin, p63, and racemase	12
Editorial Board	11
A transformer-based pyramid network for coronary calcified plaque segmentation in intravascular optical coherence tomography images	11
Stain color translation of multi-domain OSCC histopathology images using attention gated cGAN	11
SCANED: Siamese collateral assessment network for evaluation of collaterals from ischemic damage	11
Accurate volume alignment of arbitrarily oriented tibiae based on a mutual attention network for osteoarthritis analysis	11
Multi-task global optimization-based method for vascular landmark detection	11
Volumetric quantification of choroid and Haller's sublayer using OCT scans: An accurate and unified approach based on stratified smoothing	10
Towards real time guide wire shape extraction in fluoroscopic sequences: A two phase deep learning scheme to extract sparse curvilinear structures	10
SF2Former: Amyotrophic lateral sclerosis identification from multi-center MRI data using spatial and frequency fusion transformer	10
Towards a unified approach for unsupervised brain MRI Motion Artefact Detection with few shot Anomaly Detection	10
CardioVision: A fully automated deep learning package for medical image segmentation and reconstruction generating digital twins for patients with aortic stenosis	10
Augmented networks for faster brain metastases detection in T1-weighted contrast-enhanced 3D MRI	10
Editorial Board	10
Registration on DCE-MRI images via multi-domain image-to-image translation	10
DAN-PD: Domain adaptive network with parallel decoder for polyp segmentation	10
3D hemisphere-based convolutional neural network for whole-brain MRI segmentation	10
Editorial Board	10
Integrating features from lymph node stations for metastatic lymph node detection	10
End-systole and end-diastole detection in short axis cine MRI using a fully convolutional neural network with dilated convolutions	10
W-DRAG: A joint framework of WGAN with data random augmentation optimized for generative networks for bone marrow edema detection in dual energy CT	10
Corrigendum to “Machine learning techniques for mitoses classification” [Comput. Med. Imaging Graphics 87 January (2021) 101832]	10
Portable head CT motion artifact correction via diffusion-based generative model	9
Label-informed cardiac magnetic resonance image synthesis through conditional generative adversarial networks	9
Stenosis-DetNet: Sequence consistency-based stenosis detection for X-ray coronary angiography	9
A multi-view contrastive learning and semi-supervised self-distillation framework for early recurrence prediction in ovarian cancer	9
Post-hoc out-of-distribution detection for cardiac MRI segmentation	9
SWISTA-Nets: Subband-adaptive wavelet iterative shrinkage thresholding networks for image reconstruction	9
A cascade and heterogeneous neural network for CT pulmonary nodule detection and its evaluation on both phantom and patient data	9
Computed tomography image reconstruction using stacked U-Net	9
Hemorrhagic stroke lesion segmentation using a 3D U-Net with squeeze-and-excitation blocks	9