OOIR: Observatory of International Research

Papers

(The H4-Index of Physica Medica-European Journal of Medical Physics is 34. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-11-01 to 2024-11-01.)

Article	Citations
AI applications to medical images: From machine learning to deep learning	360
Photon-counting CT review	313
Artificial intelligence and machine learning for medical imaging: A technology review	194
The promise of artificial intelligence and deep learning in PET and SPECT imaging	173
A review of deep learning based methods for medical image multi-organ segmentation	139
Teaching and learning of postgraduate medical physics using Internet-based e-learning during the COVID-19 pandemic – A case study from Malaysia	113
Deep learning methods to generate synthetic CT from MRI in radiotherapy: A literature review	109
Artificial intelligence: Deep learning in oncological radiomics and challenges of interpretability and data harmonization	102
The European Joint Research Project UHDpulse – Metrology for advanced radiotherapy using particle beams with ultra-high pulse dose rates	88
Data preparation for artificial intelligence in medical imaging: A comprehensive guide to open-access platforms and tools	69
Dental cone beam CT: An updated review	67
Artificial Intelligence in magnetic Resonance guided Radiotherapy: Medical and physical considerations on state of art and future perspectives	66
Artificial intelligence in image reconstruction: The change is here	61
The EU medical device regulation: Implications for artificial intelligence-based medical device software in medical physics	59
Comparison of different deep learning architectures for synthetic CT generation from MR images	58
Update on latest advances in time-of-flight PET	55
Effective dose from radiation exposure in medicine: Past, present, and future	53
Artificial intelligence applications in medical imaging: A review of the medical physics research in Italy	50
Advances in micro-CT imaging of small animals	49
X-ray phase imaging reaching clinical uses	48
Meniscal lesion detection and characterization in adult knee MRI: A deep learning model approach with external validation	42
Basic of machine learning and deep learning in imaging for medical physicists	42
Requirements and reliability of AI in the medical context	42
The advent of anthropomorphic three-dimensional breast phantoms for X-ray imaging	41
Radiation dose optimization in diagnostic and interventional radiology: Current issues and future perspectives	40

Principles and applications of dual source CT	40
Evaluation of a cycle-generative adversarial network-based cone-beam CT to synthetic CT conversion algorithm for adaptive radiation therapy	38
Current challenges of implementing artificial intelligence in medical imaging	37
Preserving image texture while reducing radiation dose with a deep learning image reconstruction algorithm in chest CT: A phantom study	36
Automatic fetal biometry prediction using a novel deep convolutional network architecture	36
Multi-input deep learning approach for Cardiovascular Disease diagnosis using Myocardial Perfusion Imaging and clinical data	34
Delta radiomics for rectal cancer response prediction using low field magnetic resonance guided radiotherapy: an external validation	34
Machine learning in Magnetic Resonance Imaging: Image reconstruction	34
Strategies to develop radiomics and machine learning models for lung cancer stage and histology prediction using small data samples	34
Deep learning dose prediction for IMRT of esophageal cancer: The effect of data quality and quantity on model performance	34