| Large-scale screening of COVID-19 from community acquired pneumonia using infection size-aware classification | Physics in Medicine and Biology | 2021 | 111 |
| Abnormal lung quantification in chest CT images of COVID-19 patients with deep learning and its application to severity prediction | Medical Physics | 2021 | 62 |
| Toward data-efficient learning: A benchmark for COVID-19 CT lung and infection segmentation | Medical Physics | 2021 | 61 |
| Severity assessment of COVID-19 using CT image features and laboratory indices | Physics in Medicine and Biology | 2021 | 38 |
| Report on G4-Med, a Geant4 benchmarking system for medical physics applications developed by the Geant4 Medical Simulation Benchmarking Group | Medical Physics | 2021 | 31 |
| Photon-counting x-ray detectors for CT | Physics in Medicine and Biology | 2021 | 26 |
| Does FLASH deplete oxygen? Experimental evaluation for photons, protons, and carbon ions | Medical Physics | 2021 | 25 |
| Low-dose CT image and projection dataset | Medical Physics | 2021 | 25 |
| 4D deep image prior: dynamic PET image denoising using an unsupervised four-dimensional branch convolutional neural network | Physics in Medicine and Biology | 2021 | 18 |
| Breast tumor segmentation in 3D automatic breast ultrasound using Mask scoring R-CNN | Medical Physics | 2021 | 16 |
| Physics and technology of time-of-flight PET detectors | Physics in Medicine and Biology | 2021 | 14 |
| Task group 284 report: magnetic resonance imaging simulation in radiotherapy: considerations for clinical implementation, optimization, and quality assurance | Medical Physics | 2021 | 14 |
| Treatment response prediction using MRI-based pre-, post-, and delta-radiomic features and machine learning algorithms in colorectal cancer | Medical Physics | 2021 | 13 |
| Real-time biomechanics using the finite element method and machine learning: Review and perspective | Medical Physics | 2021 | 13 |
| Human exposure to radiofrequency energy above 6 GHz: review of computational dosimetry studies | Physics in Medicine and Biology | 2021 | 12 |
| Deformable MR-CBCT prostate registration using biomechanically constrained deep learning networks | Medical Physics | 2021 | 12 |
| ARPM-net: A novel CNN-based adversarial method with Markov random field enhancement for prostate and organs at risk segmentation in pelvic CT images | Medical Physics | 2021 | 11 |
| The structural similarity index for IMRT quality assurance: radiomics-based error classification | Medical Physics | 2021 | 11 |
| 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 | Physics in Medicine and Biology | 2021 | 11 |
| Determining the parameter space for effective oxygen depletion for FLASH radiation therapy | Physics in Medicine and Biology | 2021 | 11 |
| Deep learning based synthetic-CT generation in radiotherapy and PET: A review | Medical Physics | 2021 | 11 |
| A review of explainable and interpretable AI with applications in COVID-19 imaging | Medical Physics | 2021 | 10 |
| Multi-institutional dose-segmented dosiomic analysis for predicting radiation pneumonitis after lung stereotactic body radiation therapy | Medical Physics | 2021 | 10 |
| Iterative time-reversal for multi-frequency hyperthermia | Physics in Medicine and Biology | 2021 | 10 |
| Report of AAPM Task Group 155: Megavoltage photon beam dosimetry in small fields and non-equilibrium conditions | Medical Physics | 2021 | 10 |
