Physics in Medicine and Biology

Article	Citations
Large-scale screening to distinguish between COVID-19 and community-acquired pneumonia using infection size-aware classification	194
Physics and biology of ultrahigh dose-rate (FLASH) radiotherapy: a topical review	132
The silicon photomultiplier: fundamentals and applications of a modern solid-state photon detector	119
Photon-counting x-ray detectors for CT	107
Harmonization strategies for multicenter radiomics investigations	97
Advanced Monte Carlo simulations of emission tomography imaging systems with GATE	83
Another decade of photoacoustic imaging	78
Tissue mimicking materials for imaging and therapy phantoms: a review	71
Physics and technology of time-of-flight PET detectors	71
Roadmap: proton therapy physics and biology	71
Severity assessment of COVID-19 using CT image features and laboratory indices	65
Super-resolution ultrasound localization microscopy based on a high frame-rate clinical ultrasound scanner: an in-human feasibility study	59
Full field-of-view, high-resolution, photon-counting detector CT: technical assessment and initial patient experience	57
Interpretation and visualization techniques for deep learning models in medical imaging	56
Pushing Cherenkov PET with BGO via coincidence time resolution classification and correction	56
Simulating NEMA characteristics of the modular total-body J-PET scanner—an economic total-body PET from plastic scintillators	50
Small animal PET: a review of what we have done and where we are going	47
4D deep image prior: dynamic PET image denoising using an unsupervised four-dimensional branch convolutional neural network	46
Evaluation of CBCT scatter correction using deep convolutional neural networks for head and neck adaptive proton therapy	46
Human exposure to radiofrequency energy above 6 GHz: review of computational dosimetry studies	44
A physics-guided modular deep-learning based automated framework for tumor segmentation in PET	43
Multi-level multi-modality (PET and CT) fusion radiomics: prognostic modeling for non-small cell lung carcinoma	42
Adaptive proton therapy	41
CTformer: convolution-free Token2Token dilated vision transformer for low-dose CT denoising	38
Characterization of a preclinical PET insert in a 7 tesla MRI scanner: beyond NEMA testing	38

Design and performance of SIAT aPET: a uniform high-resolution small animal PET scanner using dual-ended readout detectors	36
Measurement and image-based estimation of dielectric properties of biological tissues —past, present, and future—	35
Modeling the effect of oxygen on the chemical stage of water radiolysis using GPU-based microscopic Monte Carlo simulations, with an application in FLASH radiotherapy	35
The impact of training sample size on deep learning-based organ auto-segmentation for head-and-neck patients	34
Anatomy-aided deep learning for medical image segmentation: a review	34
Quantitative PET in the 2020s: a roadmap	34
Automatic detection and segmentation of multiple brain metastases on magnetic resonance image using asymmetric UNet architecture	33
Assessment of absorbed power density and temperature rise for nonplanar body model under electromagnetic exposure above 6 GHz	31
A vision transformer for emphysema classification using CT images	31
Motion estimation and correction in SPECT, PET and CT	31
Self-channel-and-spatial-attention neural network for automated multi-organ segmentation on head and neck CT images	31
Reference dosimetry in MRI-linacs: evaluation of available protocols and data to establish a Code of Practice	31
Al2O3:C optically stimulated luminescence dosimeters (OSLDs) for ultra-high dose rate proton dosimetry	31
Prediction of the Ki-67 marker index in hepatocellular carcinoma based on CT radiomics features	30
Deep learning for improving the spatial resolution of magnetic particle imaging	30
A review of advances in imaging methodology in fluorescence molecular tomography	30
Attenuation correction for human PET/MRI studies	29
Low-dose spectral CT reconstruction based on image-gradient L0-norm and adaptive spectral PICCS	29
Vacuum ultraviolet silicon photomultipliers applied to BaF2 cross-luminescence detection for high-rate ultrafast timing applications	29
Comparison of weekly and daily online adaptation for head and neck intensity-modulated proton therapy	29
Roadmap: helium ion therapy	29
FBP-Net for direct reconstruction of dynamic PET images	29
OpenFL: the open federated learning library	29
Head-and-neck organs-at-risk auto-delineation using dual pyramid networks for CBCT-guided adaptive radiotherapy	29
A dual-domain deep learning-based reconstruction method for fully 3D sparse data helical CT	29
Elastography imaging: the 30 year perspective	29
Intensity non-uniformity correction in MR imaging using residual cycle generative adversarial network	28
Microdosimetry of a therapeutic proton beam with a mini-TEPC and a MicroPlus-Bridge detector for RBE assessment	28
Neural networks-based regularization for large-scale medical image reconstruction	28
3D Compton image reconstruction method for whole gamma imaging	27
Deep learning-based medical image segmentation with limited labels	27
Advances in heterostructured scintillators: toward a new generation of detectors for TOF-PET	27
Development of a new microdosimetric biological weighting function for the RBE10 assessment in case of the V79 cell line exposed to ions from 1H to 238U	27
Synthetic CT generation from CBCT images via unsupervised deep learning	27
Pancreas segmentation with probabilistic map guided bi-directional recurrent UNet	26
A comparison of methods for fully automatic segmentation of tumors and involved nodes in PET/CT of head and neck cancers	26
Characterization of noise and background signals in a magnetic particle imaging system	25
Deep learning-based real-time volumetric imaging for lung stereotactic body radiation therapy: a proof of concept study	25
Diffusion MRI tractography for neurosurgery: the basics, current state, technical reliability and challenges	24
Considerations for shoot-through FLASH proton therapy	24
DAN-Net: Dual-domain adaptive-scaling non-local network for CT metal artifact reduction	24
Quantitative accuracy in total-body imaging using the uEXPLORER PET/CT scanner	24
Prediction of breast cancer molecular subtypes using DCE-MRI based on CNNs combined with ensemble learning	24
Assessing cardiac stiffness using ultrasound shear wave elastography	24
Multi-task autoencoder based classification-regression model for patient-specific VMAT QA	24
Automatic segmentation of brain metastases using T1 magnetic resonance and computed tomography images	23
Comparison of the suitability of CBCT- and MR-based synthetic CTs for daily adaptive proton therapy in head and neck patients	23
Determining the parameter space for effective oxygen depletion for FLASH radiation therapy	23
Scalable electronic readout design for a 100 ps coincidence time resolution TOF-PET system	23
A comparison of Monte Carlo dropout and bootstrap aggregation on the performance and uncertainty estimation in radiation therapy dose prediction with deep learning neural networks	22

Review on biophysical modelling and simulation studies for transcranial magnetic stimulation	22
An unsupervised deep learning method for multi-coil cine MRI	22
DeepMC: a deep learning method for efficient Monte Carlo beamlet dose calculation by predictive denoising in magnetic resonance-guided radiotherapy	22
A heterogenous, time harmonic, nearly incompressible transverse isotropic finite element brain simulation platform for MR elastography	22
The OpenGATE ecosystem for Monte Carlo simulation in medical physics	22
Design of a head coil for high resolution mouse brain perfusion imaging using magnetic particle imaging	22
Recent advances in psychoradiology	22
First experimental exploration of real-time cardiorespiratory motion management for future stereotactic arrhythmia radioablation treatments on the MR-linac	21
Data-driven dose calculation algorithm based on deep U-Net	21
Dark-field signal extraction in propagation-based phase-contrast imaging	21
A neural network-based algorithm for simultaneous event positioning and timestamping in monolithic scintillators	21
Towards label-efficient automatic diagnosis and analysis: a comprehensive survey of advanced deep learning-based weakly-supervised, semi-supervised and self-supervised techniques in histopathological	21
Dual-energy CT imaging with limited-angular-range data	21
HEDOS—a computational tool to assess radiation dose to circulating blood cells during external beam radiotherapy based on whole-body blood flow simulations	21
Low-dose PET image noise reduction using deep learning: application to cardiac viability FDG imaging in patients with ischemic heart disease	21
A roadmap for sole Cherenkov radiators with SiPMs in TOF-PET	21
Deep learning fetal ultrasound video model match human observers in biometric measurements	21
Towards a safe and efficient clinical implementation of machine learning in radiation oncology by exploring model interpretability, explainability and data-model dependency	21
Effect of dataset size, image quality, and image type on deep learning-based automatic prostate segmentation in 3D ultrasound	21
Noise2Void: unsupervised denoising of PET images	21
Towards real-time 4D radiation dosimetry on an MRI-Linac	20
Performance comparison of dual-ended readout depth-encoding PET detectors based on BGO and LYSO crystals	20
Unsupervised contrastive learning based transformer for lung nodule detection	20
Iterative material decomposition for spectral CT using self-supervised Noise2Noise prior	20
Proof-of-concept delivery of intensity modulated arc therapy on the Elekta Unity 1.5 T MR-linac	20
Active contour regularized semi-supervised learning for COVID-19 CT infection segmentation with limited annotations	20
Fast super-resolution ultrasound microvessel imaging using spatiotemporal data with deep fully convolutional neural network	20
Investigating conditional GAN performance with different generator architectures, an ensemble model, and different MR scanners for MR-sCT conversion	20
High-resolution monolithic LYSO detector with 6-layer depth-of-interaction for clinical PET	19
Verification of KURBUC-based ion track structure mode for proton and carbon ions in the PHITS code	19
Evaluation of conventional and deep learning based image harmonization methods in radiomics studies	19
Robust treatment planning with 4D intensity modulated carbon ion therapy for multiple targets in stage IV non-small cell lung cancer	19
DeepDose: a robust deep learning-based dose engine for abdominal tumours in a 1.5 T MRI radiotherapy system	19
A GPU-accelerated fully 3D OSEM image reconstruction for a high-resolution small animal PET scanner using dual-ended readout detectors	19
Comparison of deep learning synthesis of synthetic CTs using clinical MRI inputs	19
Artificial neural networks for positioning of gamma interactions in monolithic PET detectors	19
Metal artifact reduction in 2D CT images with self-supervised cross-domain learning	19
Computer-aided diagnosis of ground glass pulmonary nodule by fusing deep learning and radiomics features	19
Comparison of 11 automated PET segmentation methods in lymphoma	19
Acousto-elasticity of transversely isotropic incompressible soft tissues: characterization of skeletal striated muscle	18
Response of diamond detectors in ultra-high dose-per-pulse electron beams for dosimetry at FLASH radiotherapy	18
Characterizing blood clots using acoustic radiation force optical coherence elastography and ultrasound shear wave elastography	18
Synthetic dual-energy CT for MRI-only based proton therapy treatment planning using label-GAN	18
Measuring anisotropy of elastic wave velocity with ultrasound imaging and an autofocus method: application to cortical bone	18
UNet retinal blood vessel segmentation algorithm based on improved pyramid pooling method and attention mechanism	18
SDDRO-joint: simultaneous dose and dose rate optimization with the joint use of transmission beams and Bragg peaks for FLASH proton therapy	18
Advances in modelling gold nanoparticle radiosensitization using new Geant4-DNA physics models	18
GroupRegNet: a groupwise one-shot deep learning-based 4D image registration method	18
Effect of microdistribution of alpha and beta-emitters in targeted radionuclide therapies on delivered absorbed dose in a GATE model of bone marrow	18
A review of simulation codes and approaches for radiation chemistry	18
High-frame-rate volume imaging using sparse-random-aperture compounding	17
Simultaneous imaging of widely differing particle concentrations in MPI: problem statement and algorithmic proposal for improvement	17
High-resolution time-of-flight PET detector with 100 ps coincidence time resolution using a side-coupled phoswich configuration	17
Proton RBE models: commonalities and differences	17
Fast robust optimization of proton PBS arc therapy plans using early energy layer selection and spot assignment	17
Proton therapy monitoring: spatiotemporal emission reconstruction with prompt gamma timing and implementation with PET detectors	17
An unsupervised learning approach to ultrasound strain elastography with spatio-temporal consistency	17
Source-detector trajectory optimization in cone-beam computed tomography: a comprehensive review on today’s state-of-the-art	17
Technical feasibility of magnetic resonance fingerprinting on a 1.5T MRI-linac	17
A study of scalar optically-pumped magnetometers for use in magnetoencephalography without shielding	17
Assessing the advantages of CFR-PEEK over titanium spinal stabilization implants in proton therapy—a phantom study	17
TOPAS-nBio validation for simulating water radiolysis and DNA damage under low-LET irradiation	17
Ultra-fast prompt gamma detection in single proton counting regime for range monitoring in particle therapy	16
Imaging and dosimetric characteristics of 67 Cu	16
Normalization of multicenter CT radiomics by a generative adversarial network method	16
Subregional radiomics analysis for the detection of the EGFR mutation on thoracic spinal metastases from lung cancer	16
Patient’s body composition can significantly affect RF power deposition in the tissue around DBS implants: ramifications for lead management strategies and MRI field-shaping techniques	16
Populational and individual information based PET image denoising using conditional unsupervised learning	16
RegQCNET: Deep quality control for image-to-template brain MRI affine registration	16
Towards automated ultrasound imaging—robotic image acquisition in liver and prostate for long-term motion monitoring	16
Monte Carlo implementation of new algorithms for the evaluation of averaged-dose and -track linear energy transfers in 62 MeV clinical proton beams	16
MD-NDNet: a multi-dimensional convolutional neural network for false-positive reduction in pulmonary nodule detection	16
Deep multimodal learning for lymph node metastasis prediction of primary thyroid cancer	16
Generative adversarial network-based sinogram super-resolution for computed tomography imaging	16
DOI estimation through signal arrival time distribution: a theoretical description including proof of concept measurements	16
Enhancing digital tomosynthesis (DTS) for lung radiotherapy guidance using patient-specific deep learning model	16
Automated detection of skeletal metastasis of lung cancer with bone scans using convolutional nuclear network	16
Millisecond speed deep learning based proton dose calculation with Monte Carlo accuracy	15
Consistent and invertible deformation vector fields for a breathing anthropomorphic phantom: a post-processing framework for the XCAT phantom	15
An open source heterogeneous 3D printed mouse phantom utilising a novel bone representative thermoplastic	15

Dual-energy CT based mass density and relative stopping power estimation for proton therapy using physics-informed deep learning	15
A digital phoswich detector using time-over-threshold for depth of interaction in PET	15
Deep learning-based inverse mapping for fluence map prediction	15
Ultrahigh dose-rate (FLASH) x-ray irradiator for pre-clinical laboratory research	15
Iterative time-reversal for multi-frequency hyperthermia	15
Effects of frequency on bubble-cloud behavior and ablation efficiency in intrinsic threshold histotripsy	15
Experimental validation of daily adaptive proton therapy	15
Improving mammography lesion classification by optimal fusion of handcrafted and deep transfer learning features	15
Generative models improve radiomics reproducibility in low dose CTs: a simulation study	15
H-SegNet: hybrid segmentation network for lung segmentation in chest radiographs using mask region-based convolutional neural network and adaptive closed polyline searching method	15
3D printing methods for radiological anthropomorphic phantoms	15
Development of crosshair light sharing PET detector with TOF and DOI capabilities using fast LGSO scintillator	15
Rapid rotational magneto-acousto-electrical tomography with filtered back-projection algorithm based on plane waves	15
Offline and online LSTM networks for respiratory motion prediction in MR-guided radiotherapy	15
A personalized deep learning denoising strategy for low-count PET images	14
Magnetic separation of iron oxide nanoparticles to improve their application for magnetic particle imaging	14
An unsupervised 2D–3D deformable registration network (2D3D-RegNet) for cone-beam CT estimation	14
CoT-XNet: contextual transformer with Xception network for diabetic retinopathy grading	14
Modeling of cellular response after FLASH irradiation: a quantitative analysis based on the radiolytic oxygen depletion hypothesis	14
Theoretical aspects on the use of single-time-point dosimetry for radionuclide therapy	14
Physical characterization of 3He ion beams for radiotherapy and comparison with 4He	14
A hierarchical deep reinforcement learning framework for intelligent automatic treatment planning of prostate cancer intensity modulated radiation therapy	14
Integrating intratumoral and peritumoral features to predict tumor recurrence in intrahepatic cholangiocarcinoma	14
Computational model for detector timing effects in Compton-camera based prompt-gamma imaging for proton radiotherapy	14
Anisotropic diffusion of Fe ions in Fricke-XO-Pluronic F-127 and Fricke-XO-gelatine 3D radiotherapy dosimeters	14
A Bayesian approach to tissue-fraction estimation for oncological PET segmentation	14
Computational modelling of modern cancer immunotherapy	14
PET image reconstruction with deep progressive learning	14
Iterative metal artifact reduction on a clinical photon counting system—technical possibilities and reconstruction selection for optimal results dependent on the metal scenario	14
Improving depth-of-interaction resolution in pixellated PET detectors using neural networks	14
A comparative study of trabecular bone micro-structural measurements using different CT modalities	14
Microwave thermoacoustic tomographic (MTT) imaging	14
Porcine lung phantom-based validation of estimated 4D-MRI using orthogonal cine imaging for low-field MR-Linacs	14
Spatial descriptions of radiotherapy dose: normal tissue complication models and statistical associations	14
Out-of-field doses for scanning proton radiotherapy of shallowly located paediatric tumours—a comparison of range shifter and 3D printed compensator	14
Comparative study of the methodologies used for subjective medical image quality assessment	14
U-net architecture with embedded Inception-ResNet-v2 image encoding modules for automatic segmentation of organs-at-risk in head and neck cancer radiation therapy based on computed tomography scans	14
Real-time liver tumor localization via a single x-ray projection using deep graph neural network-assisted biomechanical modeling	14
Gradient coil and radiofrequency induced heating of orthopaedic implants in MRI: influencing factors	13
Performance evaluation of the PennPET explorer with expanded axial coverage	13
Effect of skin conductivity on the electric field induced by transcranial stimulation techniques in different head models	13
H2RSPET: a 0.5 mm resolution high-sensitivity small-animal PET scanner, a simulation study	13
Fat and fibrosis as confounding cofactors in viscoelastic measurements of the liver	13
Lead-free MCP to improve coincidence time resolution and reduce MCP direct interactions	13
A dynamic blood flow model to compute absorbed dose to circulating blood and lymphocytes in liver external beam radiotherapy	13
Deep learning of mammary gland distribution for architectural distortion detection in digital breast tomosynthesis	13
Performance evaluation of a staggered three-layer DOI PET detector using a 1 mm LYSO pitch with PETsys TOFPET2 ASIC: comparison of HAMAMATSU and KETEK SiPMs	13
Individual pulse monitoring and dose control system for pre-clinical implementation of FLASH-RT	13
Fibro-CoSANet: pulmonary fibrosis prognosis prediction using a convolutional self attention network	13
Deep learning method for reducing metal artifacts in dental cone-beam CT using supplementary information from intra-oral scan	13
Modeling complex particles phase space with GAN for Monte Carlo SPECT simulations: a proof of concept	13
Proton FLASH: passive scattering or pencil beam scanning?	13
A novel proton counting detector and method for the validation of tissue and implant material maps for Monte Carlo dose calculation	13
Prospectively-validated deep learning model for segmenting swallowing and chewing structures in CT	13
Characterization of magnetic interference and image artefacts during simultaneous in-beam MR imaging and proton pencil beam scanning	13
Inter-crystal scattering recovery of light-sharing PET detectors using convolutional neural networks	13
Inclusion of quasi-vertex views in a brain-dedicated multi-pinhole SPECT system for improved imaging performance	13
Multimodal guided wave inversion for arterial stiffness: methodology and validation in phantoms	13
Dedicated convolutional neural network for noise reduction in ultra-high-resolution photon-counting detector computed tomography	13
Noninvasive estimation of local speed of sound by pulse-echo ultrasound in a rat model of nonalcoholic fatty liver	13
Alanine dosimetry in strong magnetic fields: use as a transfer standard in MRI-guided radiotherapy	13
Animal tissue-based quantitative comparison of dual-energy CT to SPR conversion methods using high-resolution gel dosimetry	13
A novel procedure for determining the optimal MLC configuration parameters in treatment planning systems based on measurements with a Farmer chamber	13
EFNet: evidence fusion network for tumor segmentation from PET-CT volumes	13
Deep learning-based image reconstruction for TOF PET with DIRECT data partitioning format	13
An approach for estimating dosimetric uncertainties in deformable dose accumulation in pencil beam scanning proton therapy for lung cancer	13
Long-length tomosynthesis and 3D-2D registration for intraoperative assessment of spine instrumentation	13
CT radiomic features of photodynamic priming in clinical pancreatic adenocarcinoma treatment	12
Synthesis of pseudo-CT images from pelvic MRI images based on an MD-CycleGAN model for radiotherapy	12
An oblique projection modification technique (OPMT) for fast multispectral CT reconstruction	12
Comparative optic and dosimetric characterization of the HYPERSCINT scintillation dosimetry research platform for multipoint applications	12
Three-dimensional visualization and improved quantification with super-resolution ultrasound imaging - validation framework for analysis of microvascular morphology using a chicken embryo model	12
Feasibility of automatic detection of small hepatocellular carcinoma (≤2 cm) in cirrhotic liver based on pattern matching and deep learning	12
Preliminary dosimetric analysis of DOTA-folate radiopharmaceutical radiolabelled with 47Sc produced through natV(p,x)47Sc cyclotron irradiation	12
Polaroid-PET: a PET scanner with detectors fitted with Polaroid for filtering unpolarized optical photons—a Monte Carlo simulation study	12
DaNet: dose-aware network embedded with dose-level estimation for low-dose CT imaging	12
Radioactive 3D printing for the production of molecular imaging phantoms	12
On the robustness of deep learning-based lung-nodule classification for CT images with respect to image noise	12
IPEM topical report: guidance on the use of MRI for external beam radiotherapy treatment planning *	12
2D medical image synthesis using transformer-based denoising diffusion probabilistic model	12
Relative stopping power measurements and prosthesis artifacts reduction in proton CT	12
Deformable motion compensation for interventional cone-beam CT	12
Segmentation and classification of thyroid follicular neoplasm using cascaded convolutional neural network	12
Automatic attenuation map estimation from SPECT data only for brain perfusion scans using convolutional neural networks	12
Generalized deep iterative reconstruction for sparse-view CT imaging	12
A validated Geant4 model of a whole-body PET scanner with four-layer DOI detectors	12
Machine learning-based detection of aberrant deep learning segmentations of target and organs at risk for prostate radiotherapy using a secondary segmentation algorithm	12
Pulse-echo speed-of-sound imaging using convex probes	12
Spatial and temporal dosimetry of individual electron FLASH beam pulses using radioluminescence imaging	12
Impact of image quality on radiomics applications	12
End-to-end validation of the geometric dose delivery performance of MR linac adaptive radiotherapy	12
DeepUCT: Complex cascaded deep learning network for improved ultrasound tomography	12
Validation of a 4D-MRI guided liver stereotactic body radiation therapy strategy for implementation on the MR-linac	12
Quantitative imaging of coronary flows using 3D ultrafast Doppler coronary angiography	12
Monte Carlo calculation of beam quality correction factors in proton beams using FLUKA	12