Physical and Engineering Sciences in Medicine

Article	Citations
Ensemble learning based automatic detection of tuberculosis in chest X-ray images using hybrid feature descriptors	86
Improved U-Net architecture with VGG-16 for brain tumor segmentation	69
A deep learning approach in automated detection of schizophrenia using scalogram images of EEG signals	61
Lung and colon cancer classification using medical imaging: a feature engineering approach	56
Diabetic retinopathy classification based on multipath CNN and machine learning classifiers	54
Effects of spectral features of EEG signals recorded with different channels and recording statuses on ADHD classification with deep learning	38
An efficient method for identification of epileptic seizures from EEG signals using Fourier analysis	36
Detection of ventricular arrhythmia using hybrid time–frequency-based features and deep neural network	31
Automated measurement of hip–knee–ankle angle on the unilateral lower limb X-rays using deep learning	31
Hybrid-COVID: a novel hybrid 2D/3D CNN based on cross-domain adaptation approach for COVID-19 screening from chest X-ray images	30
Explainable machine learning for knee osteoarthritis diagnosis based on a novel fuzzy feature selection methodology	30
Recognition of acute lymphoblastic leukemia and lymphocytes cell subtypes in microscopic images using random forest classifier	29
Multi-modality MRI for Alzheimer’s disease detection using deep learning	29
A novel four-step feature selection technique for diabetic retinopathy grading	27
Proposing a novel multi-instance learning model for tuberculosis recognition from chest X-ray images based on CNNs, complex networks and stacked ensemble	26
COVID-19 disease diagnosis from paper-based ECG trace image data using a novel convolutional neural network model	25
Arrhythmia detection and classification using ECG and PPG techniques: a review	25
Detection of focal and non-focal EEG signals using non-linear features derived from empirical wavelet transform rhythms	25
Voting-based 1D CNN model for human lower limb activity recognition using sEMG signal	24
Automatic classification of schizophrenia patients using resting-state EEG signals	24
Automatic detection of arrhythmias from an ECG signal using an auto-encoder and SVM classifier	24
The measurement of Cobb angle based on spine X-ray images using multi-scale convolutional neural network	22
A low-cost transradial prosthesis controlled by the intention of muscular contraction	18
StackNet-DenVIS: a multi-layer perceptron stacked ensembling approach for COVID-19 detection using X-ray images	18
Exploring deep residual network based features for automatic schizophrenia detection from EEG	18

Cloud based ensemble machine learning approach for smart detection of epileptic seizures using higher order spectral analysis	18
Citations are a good way to determine the quality of research	18
Automated detection of arrhythmia from electrocardiogram signal based on new convolutional encoded features with bidirectional long short-term memory network classifier	16
Deep learning based smart health monitoring for automated prediction of epileptic seizures using spectral analysis of scalp EEG	16
Instruments to measure environmental and personal radiofrequency-electromagnetic field exposures: an update	16
Retinal fundus image classification for diabetic retinopathy using SVM predictions	14
Bi-parametric magnetic resonance imaging based radiomics for the identification of benign and malignant prostate lesions: cross-vendor validation	14
Commissioning measurements on an Elekta Unity MR-Linac	13
Detection of fetal arrhythmia by adaptive single channel electrocardiogram extraction	13
An intelligent epilepsy seizure detection system using adaptive mode decomposition of EEG signals	13
AI-based diagnosis of COVID-19 patients using X-ray scans with stochastic ensemble of CNNs	12
Stability analysis on the effects of heart rate variability and premature activation of atrial ECG dynamics using ARMAX model	12
The perceptions of medical physicists towards relevance and impact of artificial intelligence	12
Cuff-less blood pressure estimation from photoplethysmography signal and electrocardiogram	12
Open-source, fully-automated hybrid cardiac substructure segmentation: development and optimisation	12
Migraine detection from EEG signals using tunable Q-factor wavelet transform and ensemble learning techniques	12
Dependence of the heating effect on tissue absorption coefficient during corneal reshaping using different UV lasers: A numerical study	12
Sleep–wake stage detection with single channel ECG and hybrid machine learning model in patients with obstructive sleep apnea	11
Developing a robust model to predict depth of anesthesia from single channel EEG signal	11
Determination of the correlation between muscle forces obtained from OpenSim and muscle activities obtained from electromyography in the elderly	11
Hands-on engineering courses in the COVID-19 pandemic: adapting medical device design for remote learning	11
Automated grading of diabetic retinopathy using CNN with hierarchical clustering of image patches by siamese network	11
Glioma segmentation with DWI weighted images, conventional anatomical images, and post-contrast enhancement magnetic resonance imaging images by U-Net	11
Potential diagnosis of COVID-19 from chest X-ray and CT findings using semi-supervised learning	10
Natural polymer-based hydrogels as prospective tissue equivalent materials for radiation therapy and dosimetry	10
Heart rate variability time domain features in automated prediction of diabetes in rat	10
The current status of FLASH particle therapy: a systematic review	9
A clarion call to introduce artificial intelligence (AI) in postgraduate medical physics curriculum	9
A discriminative shape-texture convolutional neural network for early diagnosis of knee osteoarthritis from X-ray images	9
A deep neural network approach for P300 detection-based BCI using single-channel EEG scalogram images	9
ThoraxNet: a 3D U-Net based two-stage framework for OAR segmentation on thoracic CT images	9
Multi-task semantic segmentation of CT images for COVID-19 infections using DeepLabV3+ based on dilated residual network	8
Determining tolerance levels for quality assurance of 3D printed bolus for modulated arc radiotherapy of the nose	8
Predicting survival after radiosurgery in patients with lung cancer brain metastases using deep learning of radiomics and EGFR status	8
A computer-aided approach for automatic detection of breast masses in digital mammogram via spectral clustering and support vector machine	8
A new approach: information gain algorithm-based k-nearest neighbors hybrid diagnostic system for Parkinson’s disease	8
MIRSIG position paper: the use of image registration and fusion algorithms in radiotherapy	7
Intraoperative thermal infrared imaging in neurosurgery: machine learning approaches for advanced segmentation of tumors	7
Sources of out-of-field dose in MRgRT: an inter-comparison of measured and Monaco treatment planning system doses for the Elekta Unity MR-linac	7
Combining machine learning and texture analysis to differentiate mediastinal lymph nodes in lung cancer patients	7
MRI radiomics for brain metastasis sub-pathology classification from non-small cell lung cancer: a machine learning, multicenter study	7
Development of a sit-to-stand assistive device with pressure sensor for elderly and disabled: a feasibility test	7
Ada-GridRF: A Fast and Automated Adaptive Boost Based Grid Search Optimized Random Forest Ensemble model for Lung Cancer Detection	7
Accuracy of spectral curves at different phantom sizes and iodine concentrations using dual-source dual-energy computed tomography	6
Ensemble of deep capsule neural networks: an application to pediatric pneumonia prediction	6
Clinical implementation of HyperArc	6
3-D Gabor-based anisotropic diffusion for speckle noise suppression in dynamic ultrasound images	6
Evaluation of camera settings for photogrammetric reconstruction of humanoid phantoms for EBRT bolus and HDR surface brachytherapy applications	6
Current status of intra-cranial stereotactic radiotherapy and stereotactic radiosurgery in Australia and New Zealand: key considerations from a workshop and surveys	6
The first real-time intrafraction target position monitoring in pancreas SBRT on an Elekta linear accelerator	6

Development of a novel detection method for changes in lung conditions during radiotherapy using a temporal subtraction technique	6
A major depressive disorder diagnosis approach based on EEG signals using dictionary learning and functional connectivity features	5
Interplay effect modeling in stereotactic body radiotherapy treatment of liver cancer using volumetric modulated arc therapy	5
Development of hybrid feature learner model integrating FDOSM for golden subject identification in motor imagery	5
Repeatability of image features extracted from FET PET in application to post-surgical glioblastoma assessment	5
A direct comparison of the optically stimulated luminescent properties of BeO and Al2O3 for clinical in-vivo dosimetry	5
Report of the ACPSEM radiation oncology medical physics workforce modelling project task group	5
Shell properties and concentration stability of acoustofluidic delivery agents	5
Effects of illuminance intensity on the green channel of remote photoplethysmography (rPPG) signals	5
Effect of scanner lens on lateral response artefact in radiochromic film dosimetry	5
Pathological discrimination of the phonocardiogram signal using the bispectral technique	5
A moving liver phantom in an anthropomorphic thorax for SPECT MP imaging	5
Toward automatic reformation at the orbitomeatal line in head computed tomography using object detection algorithm	5
Automated diagnosis of amyotrophic lateral sclerosis using electromyograms and firefly algorithm based neural networks with fractional position update	5
Modeling of interstitial microwave hyperthermia for hepatic tumors using floating sleeve antenna	5
Being certain about uncertainties: a robust evaluation method for high-dose-rate prostate brachytherapy treatment plans including the combination of uncertainties	5
The value of CT-based radiomics nomogram in differential diagnosis of different histological types of gastric cancer	5
Automatic detection of Parkinson’s disease from power spectral density of electroencephalography (EEG) signals using deep learning model	5
A dosimetric comparison of CT- and photogrammetry- generated 3D printed HDR brachytherapy surface applicators	4
Automated COVID-19 diagnosis and prognosis with medical imaging and who is publishing: a systematic review	4
Heartbeat detector from ECG and PPG signals based on wavelet transform and upper envelopes	4
Development of single-channel electroencephalography signal analysis model for real-time drowsiness detection	4
Analysis of simultaneous visual and complex neural dynamics during cognitive learning to diagnose ASD	4
Clinical validation of the Varian Truebeam intra-fraction motion review (IMR) system for prostate treatment guidance	4
Investigation of Elekta AQUA software for kilovoltage to megavoltage radiation isocenter coincidence	4
Visualization of blurring process due to analog components in a digital radiography system using a simple method	4
Identification of attention deficit hyperactivity disorder with deep learning model	4
Characterisation of in-room leakage and scattered radiation for the Varian Halcyon linear accelerator	4
ACPSEM position paper: the safety of magnetic resonance imaging linear accelerators	4
The effect of arterial cannula tip position on differential hypoxemia during venoarterial extracorporeal membrane oxygenation	4
A predictive model for cortical bone temperature distribution during drilling	4
Transfer learning-based ensemble convolutional neural network for accelerated diagnosis of foot fractures	4
MRI image synthesis for fluid-attenuated inversion recovery and diffusion-weighted images with deep learning	4
Graph deep network for optic disc and optic cup segmentation for glaucoma disease using retinal imaging	4
ACTNet: asymmetric convolutional transformer network for diabetic foot ulcers classification	4
Influence of field of view size and reconstruction methods on single-energy metal artifact reduction: a phantom study	4
Blood glucose estimation based on ECG signal	4
A comparison of automatic and manual compensation methods for the calculation of tube currents during off-centered patient positioning with a noise-based automatic exposure control system in computed	4
An effective brain connectivity technique to predict repetitive transcranial magnetic stimulation outcome for major depressive disorder patients using EEG signals	4
Repeatability of brain phase-based magnetic resonance electric properties tomography methods and effect of compressed SENSE and RF shimming	4
Radiomics analysis of bone marrow biopsy locations in [18F]FDG PET/CT images for measurable residual disease assessment in multiple myeloma	4
Intercomparison of S-Factor values calculated in Zubal voxelized phantom for eleven radionuclides commonly used in targeted prostate cancer therapy	4
The single-channel dry electrode SSVEP-based biometric approach: data augmentation techniques against overfitting for RNN-based deep models	4
An automatic approach for heart failure typing based on heart sounds and convolutional recurrent neural networks	4
Development and evaluation of photon-counting Cd0.875Zn0.125Te0.98Se0.02 detector for measuring bone mineral density	4
Evaluating the difference in walk patterns among normal-weight and overweight/obese individuals in real-world surfaces using statistical analysis and deep learning methods with inertial measurement un	4
Predictive gamma passing rate of 3D detector array-based volumetric modulated arc therapy quality assurance for prostate cancer via deep learning	4
Dosimetric evaluation of a patient-specific 3D-printed oral positioning stent for head-and-neck radiotherapy	4
Technical evaluation of image quality in synthetic mammograms obtained from 15° and 40° digital breast tomosynthesis in a commercial system: a quantitative comparison	4
An anthropomorphic 3D printed inhomogeneity thorax phantom slab for SBRT commissioning and quality assurance	4
Intrafraction motion during CyberKnife® prostate SBRT: impact of imaging frequency and patient factors	4
Multi-stage classification of Alzheimer’s disease from 18F-FDG-PET images using deep learning techniques	4
Dosimetric characteristics of a thin bolus made of variable shape tungsten rubber for photon radiotherapy	4
Deep learning approaches based improved light weight U-Net with attention module for optic disc segmentation	3
Use of optically stimulated luminescence dosimeter and radiophotoliminescent glass dosimeter for dose measurement in dual-source dual-energy computed tomography	3
A systematic review of volumetric image guidance in proton therapy	3
Effect of foam insertion in aneurysm sac on flow structures in parent lumen: relating vortex structures with disturbed shear	3
Synthetic cranial MRI from 3D optical surface scans using deep learning for radiation therapy treatment planning	3
Segmentation of liver and liver lesions using deep learning	3
Combined clustered scan-based metal artifact reduction algorithm (CCS-MAR) for ultrasound-guided cardiac radioablation	3
Epileptic-seizure onset detection using PARAFAC model with cross-wavelet transformation on multi-channel EEG	3
Non-calcified active atherosclerosis plaque detection with 18F-NaF and 18F-FDG PET/CT dynamic imaging	3
Automatic classification of brain magnetic resonance images with hypercolumn deep features and machine learning	3
Correlation analysis of CT-based rectal planning dosimetric parameters with in vivo dosimetry of MOSkin and PTW 9112 detectors in Co-60 source HDR intracavitary cervix brachytherapy	3
Performance evaluation of an LED flatbed scanner for triple channel film dosimetry with EBT3 and EBT-XD film	3
Classification of brain electrophysiological changes in response to colour stimuli	3
Automatic classification of distal radius fracture using a two-stage ensemble deep learning framework	3
In the future simulations will replace clinical trials	3
Estimating subjective evaluation of low-contrast resolution using convolutional neural networks	3
Left ventricle analysis in echocardiographic images using transfer learning	3
Computer simulations can replace in-vivo experiments for implantable medical devices	3
Flow-induced high frequency vascular wall vibrations in an arteriovenous fistula: a specific stimulus for stenosis development?	3
A structure-based gamma evaluation method for identifying clinically relevant dose differences in organs at risk	3
Deep learning model fusion improves lung tumor segmentation accuracy across variable training-to-test dataset ratios	3
Lifetime radiation-induced sarcoma risk in patients subjected to IMRT or VMAT for uterine cervix carcinoma	3
Analysing the effects of metallic biomaterial design and imaging sequences on MRI interpretation challenges due to image artefacts	3
AF episodes recognition using optimized time-frequency features and cost-sensitive SVM	3
RF energy harvesters for wireless sensors, state of the art, future prospects and challenges: a review	3
Comparison of global and local gamma evaluation results using isodose levels	3
Comparison of the radiomics-based predictive models using machine learning and nomogram for epidermal growth factor receptor mutation status and subtypes in lung adenocarcinoma	3

ThoraciNet: thoracic abnormality detection and disease classification using fusion DCNNs	3
Golden beam data provided by linear accelerator manufacturers should be used in the commissioning of treatment planning systems	3
CatBoost-based improved detection of P-wave changes in sinus rhythm and tachycardia conditions: a lead selection study	3
Evaluation of radiation exposure to operators of portable hand-held dental X-ray units	3
Phantom and clinical evaluation of Block Sequential Regularized Expectation Maximization (BSREM) reconstruction algorithm in 68Ga-PSMA PET-CT studies	3
A deep learning nomogram of continuous glucose monitoring data for the risk prediction of diabetic retinopathy in type 2 diabetes	3
Comparing log file to measurement-based patient-specific quality assurance	3
MarLe: Markerless estimation of head pose for navigated transcranial magnetic stimulation	3
Properties of the SSIM metric in medical image assessment: correspondence between measurements and the spatial frequency spectrum	3
Artificial intelligence (AI) will enable improved diagnosis and treatment outcomes	3
The effect of scan parameters on T1, T2 relaxation times measured with multi-dynamic multi-echo sequence: a phantom study	3
Knee positioning systems for X-ray environment: a literature review	3
The post-COVID future of research conferences should be virtual	3
Recommendations for simulating and measuring with biofabricated lung equivalent materials based on atomic composition analysis	3
Potential biomarker for early detection of ADHD using phase-based brain connectivity and graph theory	2
The application of graphene/h-BN metamaterial in medical linear accelerators for reducing neutron leakage in the treatment room	2
Inadequate object positioning and improvement of automatic exposure control system calculations based on an empirical algorithm	2
Status of medical physics education and training in AFOMP region	2
LCADNet: a novel light CNN architecture for EEG-based Alzheimer disease detection	2
Kilovoltage therapy is well and truly alive and needed in a modern radiotherapy centre	2
Noise robust automatic heartbeat classification system using support vector machine and conditional spectral moment	2
Dose calculation of 3D printing lead shield covered by biocompatible silicone for electron beam therapy	2
In the future, ultrasound guidance in radiotherapy will become a clinical standard	2
Dose calculation and reporting with a linear Boltzman transport equation solver in vertebral SABR	2
Condition control training-based ConVMLP-ResU-Net for semantic segmentation of esophageal cancer in 18F-FDG PET/CT images	2
Band decomposition of asynchronous electroencephalogram signal for upper limb movement classification	2
Dosimetric evaluation of a treatment planning system using the AAPM Medical Physics Practice Guideline 5.a (MPPG 5.a) validation tests	2
Weighted ordinal connection based functional network classification for schizophrenia disease detection using EEG signal	2
Novel method for evaluating spatial resolution of magnetic resonance images	2
Material decomposition using dual-energy CT with unsupervised learning	2
Dose assessment for daily cone-beam CT in lung radiotherapy patients and its combination with treatment planning	2
Citations equals research quality? If you agree then don’t cite this stupid, totally terrible article	2
Pulmonary nodule segmentation based on REMU-Net	2
Design and analysis of polycentric prosthetic knee with enhanced kinematics and stability	2
An iterative algorithm for computing gradient directions for white matter fascicles detection in brain MRI	2
Verhulst map measures: new biomarkers for heart rate classification	2
Heart function grading evaluation based on heart sounds and convolutional neural networks	2
Hybrid participation options to mitigate discrimination and maximise productivity in post-COVID higher education and research workplaces	2
MRI safety for leave-on powdered hair thickeners under 1.5-T and 3.0-T MRI: measurement of deflection force, MRI artifact, and evaluation of preexamination screening	2
Sensitivity investigation of open-ended coaxial probe in skin cancer detection	2
A phantom for testing Cone Beam CTs	2
ColonGen: an efficient polyp segmentation system for generalization improvement using a new comprehensive dataset	2
Recurrence prediction with local binary pattern-based dosiomics in patients with head and neck squamous cell carcinoma	2
Evaluation of MU2net as an online secondary dose check for MR guided radiation therapy with the Elekta unity MR linac	2
CArdiac and REspiratory adaptive Computed Tomography (CARE-CT): a proof-of-concept digital phantom study	2
Performance analyses of five neural network classifiers on nodule classification in lung CT images using WEKA: a comparative study	2
Patient hospitalisation for radionuclide therapy should be the exception and not the norm	2
Detection of stage of lung changes in COVID-19 disease based on CT images: a radiomics approach	2
Feasibility of 830 nm laser imaging for vein localization in dark skin tissue-mimicking phantoms	2
Automatic identification of epileptic seizures using volume of phase space representation	2
Prostate volume analysis in image registration for prostate cancer care: a verification study	2
CAT-Seg: cascaded medical assistive tool integrating residual attention mechanisms and Squeeze-Net for 3D MRI biventricular segmentation	2
Phenomenological characterization of blood’s intermediate shear rate: a new concept for hemorheology	2
Evaluation of HyperArc™ using film and portal dosimetry quality assurance	2
A deep learning feature extraction-based hybrid approach for detecting pediatric pneumonia in chest X-ray images	2
Inpainting-filtering for metal artifact reduction (IMIF-MAR) in computed tomography	2
Accuracy of virtual monochromatic images generated by the decomposition of photoelectric absorption and Compton scatter in dual-energy computed tomography	2
Automated detection, delineation and quantification of whole-body bone metastasis using FDG-PET/CT images	2
Dosimetry investigation of a prototype of 169Yb seed brachytherapy for use in circular stapler	2
A mechatronics data collection, image processing, and deep learning platform for clinical posture analysis: a technical note	2
Organ dose from Varian XI and Varian OBI systems are clinically comparable for pelvic CBCT imaging	2
A novel in silico Nuss procedure for pectus excavatum patients	2
LED light can falsify pulse oximetry readings via the stroboscopic effect	2
Evaluation and assessment of clique arrangements for the estimation of omnipolar electrograms in high density electrode arrays: an experimental animal model study	2
Blood pressure estimation and classification using a reference signal-less photoplethysmography signal: a deep learning framework	2
Image masking using convolutional networks improves performance classification of radiation pneumonitis for non-small cell lung cancer	2
Determination of acceptable Hounsfield units uncertainties via a sensitivity analysis for an accurate dose calculation in the context of prostate MRI-only radiotherapy	2
Performance evaluation of a visual guidance patient-controlled respiratory gating system for respiratory-gated magnetic-resonance image-guided radiation therapy	2
Hardware-efficient auto-reconfigurable hearing aids using 3-level octave interpolated filters for auditory compensation applications	2
Effects of MR imaging time reduction on substitute CT generation for prostate MRI-only treatment planning	1
Evaluation of physical properties and image of polyvinyl chloride as breast tissue equivalence for dual-modality (mammography and ultrasound)	1
Use of light-weight foaming polylactic acid as a lung-equivalent material in 3D printed phantoms	1
On the measurement of scaling factors in the RW3 plastic phantom during high energy electron beam dosimetry	1
Age induced interactions between heart rate variability and systolic blood pressure variability using approximate entropy and recurrence quantification analysis: a multiscale cross correlation analysi	1
Organ dose in cardiac dual-energy computed tomography: a Monte Carlo study	1
Parametric analysis of landing injury	1
Prediction of endovascular leaks after thoracic endovascular aneurysm repair though machine learning applied to pre-procedural computed tomography angiographs	1
Evaluation of intrafractional prostate displacement during prostate radiotherapy using real-time ultrasound system	1
Quality improvement of images with metal artifact reduction using a noise recovery technique in computed tomography	1
Development of open access tool for automatic use factor calculation using DICOM-RT patient data	1
A review of dosimetric impact of implementation of model-based dose calculation algorithms (MBDCAs) for HDR brachytherapy	1
Assessment of thoracic spinal curvatures in static postures using spatially tracked 3D ultrasound volumes: a proof-of-concept study	1
PCXMC cone beam computed tomography dosimetry investigations	1
Dynamic intrafractional position monitoring with implanted fiducial markers for enhanced accuracy in radiotherapy of prostate cancer	1
Physical and visual evaluations of CT image quality of large low-contrast objects with visual model-based iterative reconstruction technique: a phantom study	1
Effect of radioprotective curtain length on the scattered dose rate distribution and endoscopist eye lens dose with an over-couch fluoroscopy system	1
Can magnetic resonance imaging after cranioplasty using titanium mesh detect brain tumors?	1
A novel TPS toolkit to assess correlation between transit fluence dosimetry and DVH metrics for adaptive head and neck radiotherapy	1
In Australia professional registration for qualified medical physicists should be mandated through the Australian Health Practitioner Regulation Agency (AHPRA)	1
Effect of anti-scatter grids on the image improvement factor in digital radiography for various phantom thicknesses and irradiation fields	1
Generating missing patient anatomy from partially acquired cone-beam computed tomography images using deep learning: a proof of concept	1
Multimodal Kernel-based discriminant correlation analysis data-fusion approach: an automated autism spectrum disorder diagnostic system	1
Reducing ExacTrac intrafraction imaging uncertainty for prostate stereotactic body radiotherapy using a pre-treatment CBCT	1
Dose from imaging at the time of treatment should be reduced	1
Real-time in vivo dose measurement using ruby-based fibre optic dosimetry during internal radiation therapy	1