Computerized Medical Imaging and Graphics

(The TQCC of Computerized Medical Imaging and Graphics is 11. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 500 papers]. The publications cover those that have been published in the past four years, i.e., from 2019-11-01 to 2023-11-01.)
MedGAN: Medical image translation using GANs256
Convolutional neural networks for multi-class brain disease detection using MRI images165
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation122
Role of deep learning in brain tumor detection and classification (2015 to 2020): A review72
Automated multi-class classification of skin lesions through deep convolutional neural network with dermoscopic images71
An Integration of blockchain and AI for secure data sharing and detection of CT images for the hospitals70
Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation69
MS-UNet: A multi-scale UNet with feature recalibration approach for automatic liver and tumor segmentation in CT images63
Classification of white blood cells using capsule networks62
Deep Multi-Magnification Networks for multi-class breast cancer image segmentation56
Does image normalization and intensity resolution impact texture classification?55
Hypergraph based multi-task feature selection for multimodal classification of Alzheimer's disease55
Learning tree-structured representation for 3D coronary artery segmentation49
Fast and efficient retinal blood vessel segmentation method based on deep learning network46
A survey on contemporary computer-aided tumor, polyp, and ulcer detection methods in wireless capsule endoscopy imaging43
Automatic skin lesion classification based on mid-level feature learning43
FA-GAN: Fused attentive generative adversarial networks for MRI image super-resolution38
DW-Net: A cascaded convolutional neural network for apical four-chamber view segmentation in fetal echocardiography38
A novel CNN based Alzheimer’s disease classification using hybrid enhanced ICA segmented gray matter of MRI38
A deep learning-based approach for automatic segmentation and quantification of the left ventricle from cardiac cine MR images37
Histopathology classification and localization of colorectal cancer using global labels by weakly supervised deep learning36
DenResCov-19: A deep transfer learning network for robust automatic classification of COVID-19, pneumonia, and tuberculosis from X-rays36
On the performance of lung nodule detection, segmentation and classification35
LGAN: Lung segmentation in CT scans using generative adversarial network35
Healthy versus pathological learning transferability in shoulder muscle MRI segmentation using deep convolutional encoder-decoders35
Deep transfer learning approaches for bleeding detection in endoscopy images35
Classification of malignant tumors in breast ultrasound using a pretrained deep residual network model and support vector machine34
Left ventricle automatic segmentation in cardiac MRI using a combined CNN and U-net approach34
CT synthesis from MRI using multi-cycle GAN for head-and-neck radiation therapy34
A deep learning approach to the screening of malaria infection: Automated and rapid cell counting, object detection and instance segmentation using Mask R-CNN33
Deep learning method for localization and segmentation of abdominal CT32
Super-resolution of cardiac magnetic resonance images using Laplacian Pyramid based on Generative Adversarial Networks32
Automated MRI based pipeline for segmentation and prediction of grade, IDH mutation and 1p19q co-deletion in glioma32
Glaucoma detection using image processing techniques: A literature review31
Digital imaging, technologies and artificial intelligence applications during COVID-19 pandemic31
Multiple sclerosis lesion activity segmentation with attention-guided two-path CNNs30
Automatic cardiac cine MRI segmentation and heart disease classification28
Automated coronary artery atherosclerosis detection and weakly supervised localization on coronary CT angiography with a deep 3-dimensional convolutional neural network28
Memory-efficient GAN-based domain translation of high resolution 3D medical images28
A novel method for tissue segmentation in high-resolution H&E-stained histopathological whole-slide images27
Dense pooling layers in fully convolutional network for skin lesion segmentation26
A New Deep Learning Network for Mitigating Limited-view and Under-sampling Artifacts in Ring-shaped Photoacoustic Tomography25
A survey on graph-based deep learning for computational histopathology25
MSDS-UNet: A multi-scale deeply supervised 3D U-Net for automatic segmentation of lung tumor in CT25
WeGleNet: A weakly-supervised convolutional neural network for the semantic segmentation of Gleason grades in prostate histology images25
MMTLNet: Multi-Modality Transfer Learning Network with adversarial training for 3D whole heart segmentation24
Learning-based algorithms for vessel tracking: A review23
Deep adaptive registration of multi-modal prostate images22
Automatic segmentation of white matter hyperintensities from brain magnetic resonance images in the era of deep learning and big data – A systematic review22
Hemorrhagic stroke lesion segmentation using a 3D U-Net with squeeze-and-excitation blocks21
Fusion based on attention mechanism and context constraint for multi-modal brain tumor segmentation21
Fully automatic segmentation of right and left ventricle on short-axis cardiac MRI images21
CT synthesis from MR in the pelvic area using Residual Transformer Conditional GAN20
Early detection of ankylosing spondylitis using texture features and statistical machine learning, and deep learning, with some patient age analysis20
An imageomics and multi-network based deep learning model for risk assessment of liver transplantation for hepatocellular cancer20
Retracted: An easy-to-use deep-learning model for highly accurate diagnosis of Parkinson's disease using SPECT images20
A multiparametric MRI-based CAD system for accurate diagnosis of bladder cancer staging20
Cardiac VFM visualization and analysis based on YOLO deep learning model and modified 2D continuity equation20
Machine learning techniques for mitoses classification19
Analyzing magnetic resonance imaging data from glioma patients using deep learning19
The optimisation of deep neural networks for segmenting multiple knee joint tissues from MRIs19
Modeling task-based fMRI data via deep belief network with neural architecture search19
A CNN-based active learning framework to identify mycobacteria in digitized Ziehl-Neelsen stained human tissues19
Non-convex primal-dual algorithm for image reconstruction in spectral CT19
Retinex model based stain normalization technique for whole slide image analysis19
Intensity inhomogeneity correction of MRI images using InhomoNet18
Fully automated 3D segmentation of MR-imaged calf muscle compartments: Neighborhood relationship enhanced fully convolutional network18
Fast fully automatic heart fat segmentation in computed tomography datasets18
Automated detection of focal cortical dysplasia using a deep convolutional neural network17
Artificial intelligence (AI) impacting diagnosis of glaucoma and understanding the regulatory aspects of AI-based software as medical device17
Vessel segmentation using multiscale vessel enhancement and a region based level set model17
Efficient deep learning architecture with dimension-wise pyramid pooling for nuclei segmentation of histopathology images16
Evaluation of deep learning approaches for identification of different corona-virus species and time series prediction16
Automated assessment of glomerulosclerosis and tubular atrophy using deep learning16
An end-to-end breast tumour classification model using context-based patch modelling – A BiLSTM approach for image classification16
Gait acquisition and analysis system for osteoarthritis based on hybrid prediction model16
DiSegNet: A deep dilated convolutional encoder-decoder architecture for lymph node segmentation on PET/CT images16
A predictive framework based on brain volume trajectories enabling early detection of Alzheimer's disease16
Compressed medical imaging based on average sparsity model and reweighted analysis of multiple basis pursuit15
Deep learning based automatic diagnosis of first-episode psychosis, bipolar disorder and healthy controls15
Stenosis-DetNet: Sequence consistency-based stenosis detection for X-ray coronary angiography14
Segmentation of coronary arteries images using global feature embedded network with active contour loss14
Glioblastoma multiforme prognosis: MRI missing modality generation, segmentation and radiogenomic survival prediction14
Towards radiologist-level cancer risk assessment in CT lung screening using deep learning14
Weakly supervised deep learning for prediction of treatment effectiveness on ovarian cancer from histopathology images14
An artificial-intelligence lung imaging analysis system (ALIAS) for population-based nodule computing in CT scans13
Neural Architecture Search for compressed sensing Magnetic Resonance image reconstruction13
PIÑATA: Pinpoint insertion of intravenous needles via augmented reality training assistance13
A contrastive consistency semi-supervised left atrium segmentation model13
Pyramid attention recurrent networks for real-time guidewire segmentation and tracking in intraoperative X-ray fluoroscopy13
Three-dimensional breast tumor segmentation on DCE-MRI with a multilabel attention-guided joint-phase-learning network13
Learnable image histograms-based deep radiomics for renal cell carcinoma grading and staging13
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 protocols12
Texture classification of MR images of the brain in ALS using M-CoHOG: A multi-center study12
Dual energy CT image prediction on primary tumor of lung cancer for nodal metastasis using deep learning12
Deep learning powers cancer diagnosis in digital pathology12
Intra-domain task-adaptive transfer learning to determine acute ischemic stroke onset time12
WCE polyp detection with triplet based embeddings12
A U-Net based framework to quantify glomerulosclerosis in digitized PAS and H&E stained human tissues12
Lesion synthesis to improve intracranial hemorrhage detection and classification for CT images12
MRI image synthesis with dual discriminator adversarial learning and difficulty-aware attention mechanism for hippocampal subfields segmentation11
Automated segmentation of normal and diseased coronary arteries – The ASOCA challenge11
CAB U-Net: An end-to-end category attention boosting algorithm for segmentation11
Limited One-time Sampling Irregularity Map (LOTS-IM) for Automatic Unsupervised Assessment of White Matter Hyperintensities and Multiple Sclerosis Lesions in Structural Brain Magnetic Resonance Images11
MNT-DeepSL: Median nerve tracking from carpal tunnel ultrasound images with deep similarity learning and analysis on continuous wrist motions11
3D deep learning based classification of pulmonary ground glass opacity nodules with automatic segmentation11
Tumor classification in automated breast ultrasound (ABUS) based on a modified extracting feature network11
Hierarchical pathology screening for cervical abnormality11
AI-PLAX: AI-based placental assessment and examination using photos11
Automated segmentation of epidermis in high-frequency ultrasound of pathological skin using a cascade of DeepLab v3+ networks and fuzzy connectedness11