Computerized Medical Imaging and Graphics

Article	Citations
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation	189
Role of deep learning in brain tumor detection and classification (2015 to 2020): A review	99
An Integration of blockchain and AI for secure data sharing and detection of CT images for the hospitals	88
Automated multi-class classification of skin lesions through deep convolutional neural network with dermoscopic images	88
MS-UNet: A multi-scale UNet with feature recalibration approach for automatic liver and tumor segmentation in CT images	79
Does image normalization and intensity resolution impact texture classification?	70
Deep Multi-Magnification Networks for multi-class breast cancer image segmentation	69
CT synthesis from MRI using multi-cycle GAN for head-and-neck radiation therapy	53
Fast and efficient retinal blood vessel segmentation method based on deep learning network	52
A survey on contemporary computer-aided tumor, polyp, and ulcer detection methods in wireless capsule endoscopy imaging	51
FA-GAN: Fused attentive generative adversarial networks for MRI image super-resolution	51
A deep learning approach to the screening of malaria infection: Automated and rapid cell counting, object detection and instance segmentation using Mask R-CNN	51
On the performance of lung nodule detection, segmentation and classification	50
DenResCov-19: A deep transfer learning network for robust automatic classification of COVID-19, pneumonia, and tuberculosis from X-rays	48
Automatic skin lesion classification based on mid-level feature learning	48
A novel CNN based Alzheimer’s disease classification using hybrid enhanced ICA segmented gray matter of MRI	45
Deep transfer learning approaches for bleeding detection in endoscopy images	44
A deep learning-based approach for automatic segmentation and quantification of the left ventricle from cardiac cine MR images	43
Classification of malignant tumors in breast ultrasound using a pretrained deep residual network model and support vector machine	42
A survey on graph-based deep learning for computational histopathology	42
Histopathology classification and localization of colorectal cancer using global labels by weakly supervised deep learning	41
Healthy versus pathological learning transferability in shoulder muscle MRI segmentation using deep convolutional encoder-decoders	40
Automatic cardiac cine MRI segmentation and heart disease classification	40
Digital imaging, technologies and artificial intelligence applications during COVID-19 pandemic	39
LGAN: Lung segmentation in CT scans using generative adversarial network	39

Left ventricle automatic segmentation in cardiac MRI using a combined CNN and U-net approach	38
Automated MRI based pipeline for segmentation and prediction of grade, IDH mutation and 1p19q co-deletion in glioma	38
Multiple sclerosis lesion activity segmentation with attention-guided two-path CNNs	35
Automated coronary artery atherosclerosis detection and weakly supervised localization on coronary CT angiography with a deep 3-dimensional convolutional neural network	34
Memory-efficient GAN-based domain translation of high resolution 3D medical images	34
CT synthesis from MR in the pelvic area using Residual Transformer Conditional GAN	33
Deep learning method for localization and segmentation of abdominal CT	32
Learning-based algorithms for vessel tracking: A review	31
WeGleNet: A weakly-supervised convolutional neural network for the semantic segmentation of Gleason grades in prostate histology images	31
MSDS-UNet: A multi-scale deeply supervised 3D U-Net for automatic segmentation of lung tumor in CT	31
MMTLNet: Multi-Modality Transfer Learning Network with adversarial training for 3D whole heart segmentation	31
An imageomics and multi-network based deep learning model for risk assessment of liver transplantation for hepatocellular cancer	30
A New Deep Learning Network for Mitigating Limited-view and Under-sampling Artifacts in Ring-shaped Photoacoustic Tomography	29
Automatic segmentation of white matter hyperintensities from brain magnetic resonance images in the era of deep learning and big data – A systematic review	29
Fully automatic segmentation of right and left ventricle on short-axis cardiac MRI images	26
Cardiac VFM visualization and analysis based on YOLO deep learning model and modified 2D continuity equation	25
Early detection of ankylosing spondylitis using texture features and statistical machine learning, and deep learning, with some patient age analysis	25
Retracted: An easy-to-use deep-learning model for highly accurate diagnosis of Parkinson's disease using SPECT images	23
Efficient deep learning architecture with dimension-wise pyramid pooling for nuclei segmentation of histopathology images	23
Analyzing magnetic resonance imaging data from glioma patients using deep learning	23
Hemorrhagic stroke lesion segmentation using a 3D U-Net with squeeze-and-excitation blocks	23
An end-to-end breast tumour classification model using context-based patch modelling – A BiLSTM approach for image classification	23
A CNN-based active learning framework to identify mycobacteria in digitized Ziehl-Neelsen stained human tissues	23
Retinex model based stain normalization technique for whole slide image analysis	23
Modeling task-based fMRI data via deep belief network with neural architecture search	23
Non-convex primal-dual algorithm for image reconstruction in spectral CT	23
Automated assessment of glomerulosclerosis and tubular atrophy using deep learning	22
Deep adaptive registration of multi-modal prostate images	22
A multiparametric MRI-based CAD system for accurate diagnosis of bladder cancer staging	22
Fusion based on attention mechanism and context constraint for multi-modal brain tumor segmentation	22
Intensity inhomogeneity correction of MRI images using InhomoNet	22
Artificial intelligence (AI) impacting diagnosis of glaucoma and understanding the regulatory aspects of AI-based software as medical device	22
Machine learning techniques for mitoses classification	21
Deep learning based automatic diagnosis of first-episode psychosis, bipolar disorder and healthy controls	21
A contrastive consistency semi-supervised left atrium segmentation model	20
Towards radiologist-level cancer risk assessment in CT lung screening using deep learning	20
DiSegNet: A deep dilated convolutional encoder-decoder architecture for lymph node segmentation on PET/CT images	20
A predictive framework based on brain volume trajectories enabling early detection of Alzheimer's disease	20
Fully automated 3D segmentation of MR-imaged calf muscle compartments: Neighborhood relationship enhanced fully convolutional network	20
The optimisation of deep neural networks for segmenting multiple knee joint tissues from MRIs	20
Gait acquisition and analysis system for osteoarthritis based on hybrid prediction model	19
Vessel segmentation using multiscale vessel enhancement and a region based level set model	19
Bridging 2D and 3D segmentation networks for computation-efficient volumetric medical image segmentation: An empirical study of 2.5D solutions	19
Stenosis-DetNet: Sequence consistency-based stenosis detection for X-ray coronary angiography	19
Automated segmentation of normal and diseased coronary arteries – The ASOCA challenge	19
Weakly supervised deep learning for prediction of treatment effectiveness on ovarian cancer from histopathology images	19
Deep learning powers cancer diagnosis in digital pathology	18
Evaluation of deep learning approaches for identification of different corona-virus species and time series prediction	18
Learnable image histograms-based deep radiomics for renal cell carcinoma grading and staging	18
Glioblastoma multiforme prognosis: MRI missing modality generation, segmentation and radiogenomic survival prediction	18

Three-dimensional breast tumor segmentation on DCE-MRI with a multilabel attention-guided joint-phase-learning network	17
PIÑATA: Pinpoint insertion of intravenous needles via augmented reality training assistance	16
Neural Architecture Search for compressed sensing Magnetic Resonance image reconstruction	16
A U-Net based framework to quantify glomerulosclerosis in digitized PAS and H&E stained human tissues	16
Self-attentional microvessel segmentation via squeeze-excitation transformer Unet	16
Segmentation of coronary arteries images using global feature embedded network with active contour loss	16
Deep contrastive learning based tissue clustering for annotation-free histopathology image analysis	16
WCE polyp detection with triplet based embeddings	16
LF-UNet – A novel anatomical-aware dual-branch cascaded deep neural network for segmentation of retinal layers and fluid from optical coherence tomography images	16
Compressed medical imaging based on average sparsity model and reweighted analysis of multiple basis pursuit	15
Tumor classification in automated breast ultrasound (ABUS) based on a modified extracting feature network	15
Semantic segmentation of the multiform proximal femur and femoral head bones with the deep convolutional neural networks in low quality MRI sections acquired in different MRI protocols	15
An artificial-intelligence lung imaging analysis system (ALIAS) for population-based nodule computing in CT scans	15
Dual energy CT image prediction on primary tumor of lung cancer for nodal metastasis using deep learning	15
Uncertainty estimation and explainability in deep learning-based age estimation of the human brain: Results from the German National Cohort MRI study	14
Pyramid attention recurrent networks for real-time guidewire segmentation and tracking in intraoperative X-ray fluoroscopy	14
An unsupervised method for histological image segmentation based on tissue cluster level graph cut	14
Automated segmentation of epidermis in high-frequency ultrasound of pathological skin using a cascade of DeepLab v3+ networks and fuzzy connectedness	14
IMIIN: An inter-modality information interaction network for 3D multi-modal breast tumor segmentation	14
Lesion synthesis to improve intracranial hemorrhage detection and classification for CT images	14
AI-PLAX: AI-based placental assessment and examination using photos	13
Blockchain and homomorphic encryption based privacy-preserving model aggregation for medical images	13
Improved real-time segmentation of Intravascular Ultrasound images using coordinate-aware fully convolutional networks	13
Improved-Mask R-CNN: Towards an accurate generic MSK MRI instance segmentation platform (data from the Osteoarthritis Initiative)	13
Intra-domain task-adaptive transfer learning to determine acute ischemic stroke onset time	13
Geometric deep learning on brain shape predicts sex and age	12
A deep learning based multiscale approach to segment the areas of interest in whole slide images	12
A new deep learning method for displacement tracking from ultrasound RF signals of vascular walls	12
Automatic MR image quality evaluation using a Deep CNN: A reference-free method to rate motion artifacts in neuroimaging	12
3D deep learning based classification of pulmonary ground glass opacity nodules with automatic segmentation	12
Assessing the speed-accuracy trade-offs of popular convolutional neural networks for single-crop rib fracture classification	12
3D hemisphere-based convolutional neural network for whole-brain MRI segmentation	12
MRI image synthesis with dual discriminator adversarial learning and difficulty-aware attention mechanism for hippocampal subfields segmentation	11
Multi-task network for automated analysis of high-resolution endomicroscopy images to detect cervical precancer and cancer	11
Computed tomography image reconstruction using stacked U-Net	11
Fast fully automatic skin lesions segmentation probabilistic with Parzen window	11
Hierarchical pathology screening for cervical abnormality	11
A cascade and heterogeneous neural network for CT pulmonary nodule detection and its evaluation on both phantom and patient data	11
CAB U-Net: An end-to-end category attention boosting algorithm for segmentation	11
Automatic deep learning-based myocardial infarction segmentation from delayed enhancement MRI	11
End-to-end multi-task learning approaches for the joint epiretinal membrane segmentation and screening in OCT images	11
Ultrasound volume projection image quality selection by ranking from convolutional RankNet	11
Dual-task ultrasound spine transverse vertebrae segmentation network with contour regularization	11
3D multi-scale, multi-task, and multi-label deep learning for prediction of lymph node metastasis in T1 lung adenocarcinoma patients' CT images	10
Deep neural networks for ECG-free cardiac phase and end-diastolic frame detection on coronary angiographies	10
Towards quantitative and intuitive percutaneous tumor puncture via augmented virtual reality	10
Dermal epidermal junction detection for full-field optical coherence tomography data of human skin by deep learning	10
Domain knowledge augmentation of parallel MR image reconstruction using deep learning	10
XctNet: Reconstruction network of volumetric images from a single X-ray image	10
Label-informed cardiac magnetic resonance image synthesis through conditional generative adversarial networks	10
Three-dimensional reconstruction of In Vivo human lumbar spine from biplanar radiographs	10
Towards human-level performance on automatic pose estimation of infant spontaneous movements	10
Automated proliferation index calculation for skin melanoma biopsy images using machine learning	10
Vestibule segmentation from CT images with integration of multiple deep feature fusion strategies	9
Detection of Alzheimer’s disease using features of brain region-of-interest-based individual network constructed with the sMRI image	9
Residual attention based uncertainty-guided mean teacher model for semi-supervised breast masses segmentation in 2D ultrasonography	9
Bayesian K-SVD for H and E blind color deconvolution. Applications to stain normalization, data augmentation and cancer classification	9
Constrained stochastic state estimation of deformable 1D objects: Application to single-view 3D reconstruction of catheters with radio-opaque markers	9
A category attention instance segmentation network for four cardiac chambers segmentation in fetal echocardiography	9
Retrospective study of deep learning to reduce noise in non-contrast head CT images	9
TSU-net: Two-stage multi-scale cascade and multi-field fusion U-net for right ventricular segmentation	9
Fast graph-cut based optimization for practical dense deformable registration of volume images	9
Detecting vulnerable plaque with vulnerability index based on convolutional neural networks	9
An efficient end-to-end CNN for segmentation of bone surfaces from ultrasound	9
A benchmark bone marrow aspirate smear dataset and a multi-scale cell detection model for the diagnosis of hematological disorders	8
Chronic wounds multimodal image database	8
Automatic estimation of morphological characteristics of proximal tibia for precise plate treatment using model matching	8
A novel dual-network architecture for mixed-supervised medical image segmentation	8
Evaluation of an automated intracranial aneurysm detection and rupture analysis approach using cascade detection and classification networks	8
AugmentA: Patient-specific augmented atrial model generation tool	8
What is the state of the art of computer vision-assisted cytology? A Systematic Literature Review	8
Iterative confidence relabeling with deep ConvNets for organ segmentation with partial labels	8
Simplification of neural networks for skin lesion image segmentation using color channel pruning	8
Cerebrovascular segmentation in phase-contrast magnetic resonance angiography by multi-feature fusion and vessel completion	8
FeMA: Feature matching auto-encoder for predicting ischaemic stroke evolution and treatment outcome	8
A system for 3D reconstruction of comminuted tibial plafond bone fractures	8
Modeling the survival of colorectal cancer patients based on colonoscopic features in a feature ensemble vision transformer	8
Automatic identification of abnormal blood smear images using color and morphology variation of RBCS and central pallor	8
ImageCAS: A large-scale dataset and benchmark for coronary artery segmentation based on computed tomography angiography images	8
Self-supervised contrastive learning with random walks for medical image segmentation with limited annotations	8

A tree-based multiclassification of breast tumor histopathology images through deep learning	7
Model-based super-resolution reconstruction with joint motion estimation for improved quantitative MRI parameter mapping	7
Multimodal fusion diagnosis of depression and anxiety based on CNN-LSTM model	7
Template-based graph registration network for boosting the diagnosis of brain connectivity disorders	7
Deep learning models for benign and malign ocular tumor growth estimation	7
Development and dosimetric assessment of an automatic dental artifact classification tool to guide artifact management techniques in a fully automated treatment planning workflow	7
3D-QCNet – A pipeline for automated artifact detection in diffusion MRI images	7
Active deep learning from a noisy teacher for semi-supervised 3D image segmentation: Application to COVID-19 pneumonia infection in CT	7
3D dense convolutional neural network for fast and accurate single MR image super-resolution	7
Semi-supervised hybrid spine network for segmentation of spine MR images	7
A penalized spline fitting method to optimize geometric parameters of arterial centerlines extracted from medical images	6
Reconstruction for plane-wave ultrasound imaging using modified U-Net-based beamformer	6
A community-based approach to image analysis of cells, tissues and tumors	6
Grey wolf assisted dragonfly-based weighted rule generation for predicting heart disease and breast cancer	6
3D dissimilar-siamese-u-net for hyperdense Middle cerebral artery sign segmentation	6
Characterization of 3D bifurcations in micro-scan and MRA-TOF images of cerebral vasculature for prediction of intra-cranial aneurysms	6
A deep cascade of ensemble of dual domain networks with gradient-based T1 assistance and perceptual refinement for fast MRI reconstruction	6
Deep correction of breathing-related artifacts in real-time MR-thermometry	6
A relation-based framework for effective teeth recognition on dental periapical X-rays	6
Polyp segmentation network with hybrid channel-spatial attention and pyramid global context guided feature fusion	6
NPBDREG: Uncertainty assessment in diffeomorphic brain MRI registration using a non-parametric Bayesian deep-learning based approach	6
Two-stage segmentation network with feature aggregation and multi-level attention mechanism for multi-modality heart images	6
Boundary-aware glomerulus segmentation: Toward one-to-many stain generalization	6
PCAN: Pixel-wise classification and attention network for thoracic disease classification and weakly supervised localization	6
Deformable adversarial registration network with multiple loss constraints	6
An automated detection system for colonoscopy images using a dual encoder-decoder model	6
Weakly-supervised learning for catheter segmentation in 3D frustum ultrasound	6
Detection of clustered anomalies in single-voxel morphometry as a rapid automated method for identifying intracranial aneurysms	6
Automatic brain extraction from 3D fetal MR image with deep learning-based multi-step framework	6
A literature survey of MR-based brain tumor segmentation with missing modalities	6
Automatic left ventricular cavity segmentation via deep spatial sequential network in 4D computed tomography	6
Long term and robust 6DoF motion tracking for highly dynamic stereo endoscopy videos	6
Classification of squamous cell carcinoma from FF-OCT images: Data selection and progressive model construction	6
Residual-atrous attention network for lumbosacral plexus segmentation with MR image	5
Synchronous Medical Image Augmentation framework for deep learning-based image segmentation	5
An anatomical knowledge-based MRI deep learning pipeline for white matter hyperintensity quantification associated with cognitive impairment	5
Human papilloma virus detection in oropharyngeal carcinomas with in situ hybridisation using hand crafted morphological features and deep central attention residual networks	5
RISING: A new framework for model-based few-view CT image reconstruction with deep learning	5
Ultrasonographic pathological grading of prostate cancer using automatic region-based Gleason grading network	5
Multi-modal medical Transformers: A meta-analysis for medical image segmentation in oncology	5
Leveraging deep neural networks to improve numerical and perceptual image quality in low-dose preclinical PET imaging	5
Recent advances in artificial intelligence for cardiac imaging	5
Whole brain segmentation with full volume neural network	5
An accurate and universal approach for short-exposure-time microscopy image enhancement	5
Multi-path decoder U-Net: A weakly trained real-time segmentation network for object detection and localization in ultrasound scans	5
MA-SOCRATIS: An automatic pipeline for robust segmentation of the left ventricle and scar	5
Prediction of the motion of chest internal points using a recurrent neural network trained with real-time recurrent learning for latency compensation in lung cancer radiotherapy	5
A dual-task dual-domain model for blind MRI reconstruction	5
Dual-domain accelerated MRI reconstruction using transformers with learning-based undersampling	5
A comparative analysis framework of 3T and 7T TOF-MRA based on automated cerebrovascular segmentation	4
AGMR-Net: Attention-guided multiscale recovery framework for stroke segmentation	4
Does perfect filtering really guarantee perfect phase correction for diffusion MRI data?	4
Unpaired virtual histological staining using prior-guided generative adversarial networks	4
Real-time simulation of viscoelastic tissue behavior with physics-guided deep learning	4
Attention-guided neural network for early dementia detection using MRS data	4
Left ventricle quantification with sample-level confidence estimation via Bayesian neural network	4
Image-based estimation of the left ventricular cavity volume using deep learning and Gaussian process with cardio-mechanical applications	4
A neural network based framework for effective laparoscopic video quality assessment	4
A cascade-network framework for integrated registration of liver DCE-MR images	4
One deep learning local-global model based on CT imaging to differentiate between nodular cryptococcosis and lung cancer which are hard to be diagnosed	4
Inner-ear augmented metal artifact reduction with simulation-based 3D generative adversarial networks	4
SF2Former: Amyotrophic lateral sclerosis identification from multi-center MRI data using spatial and frequency fusion transformer	4
Augmented networks for faster brain metastases detection in T1-weighted contrast-enhanced 3D MRI	4
Rapid analysis of streaming platelet images by semi-unsupervised learning	4
Knowledge transfer between brain lesion segmentation tasks with increased model capacity	4
Attention guided discriminative feature learning and adaptive fusion for grading hepatocellular carcinoma with Contrast-enhanced MR	4
Noise reduction using novel loss functions to compute tissue mineral density and trabecular bone volume fraction on low resolution QCT	4
CPTV: Classification by tracking of carotid plaque in ultrasound videos	4
BBox-Guided Segmentor: Leveraging expert knowledge for accurate stroke lesion segmentation using weakly supervised bounding box prior	4
Super-resolution of magnetic resonance images using Generative Adversarial Networks	4
Prediction of brain tumor recurrence location based on multi-modal fusion and nonlinear correlation learning	4
MR and ultrasound cardiac image dynamic visualization and synchronization over Internet for distributed heart function diagnosis	4
Vertebrae localization, segmentation and identification using a graph optimization and an anatomic consistency cycle	4
Shortcomings and areas for improvement in digital pathology image segmentation challenges	4
A clinically motivated self-supervised approach for content-based image retrieval of CT liver images	4
Pyramid feature adaptation for semi-supervised cardiac bi-ventricle segmentation	4
Unraveling the complexity of Optical Coherence Tomography image segmentation using machine and deep learning techniques: A review	4
Super resolution imaging reconstruction reveals that gold standard methods may not correctly conclude neural/brain functional recovery	4
Multislice left ventricular ejection fraction prediction from cardiac MRIs without segmentation using shared SptDenNet	4
Uncertainty-aware body composition analysis with deep regression ensembles on UK Biobank MRI	4
Fully automatic segmentation and monitoring of choriocapillaris flow voids in OCTA images	4
Automated three-dimensional vessel reconstruction based on deep segmentation and bi-plane angiographic projections	4