| 1.5 T | 1.5 tesla (MRI field strength) |
| ADASYN | Adaptive synthetic sampling |
| ADC | Apparent diffusion coefficient |
| ADCb0-1000 | Apparent diffusion coefficient calculated using b = 0 and b = 1000 s/mm2 (ADC b0–1000) |
| ADCmean | Mean apparent diffusion coefficient |
| AI | Artificial intelligence |
| AJCC | American Joint Committee on Cancer |
| AJCC-8 | AJCC 8th edition staging system |
| ANCOVA | Analysis of covariance |
| AUC | Area under the (ROC) curve |
| AUC-CSH | Area under the curve of the cumulative SUV–volume histogram (AUC-CSH) |
| AUROC | Area under the receiver operating characteristic curve |
| C-index | Concordance index |
| C3D | C3D (3D convolutional neural network architecture) |
| CAM | Class activation mapping |
| CCRT | Concurrent chemoradiotherapy |
| CE | Contrast-enhanced |
| CE-T1 | Contrast-enhanced T1-weighted imaging |
| CE-T1/T2 | Contrast-enhanced T1-weighted imaging/T2-weighted (MRI sequence) |
| CI | Confidence interval |
| CNN | Convolutional neural network |
| CoLlAGe | Co-occurrence of Local Anisotropic Gradient Orientations (radiomic feature family) |
| ComBat | ComBat harmonisation method |
| CRT | Chemoradiotherapy |
| CT | Computed tomography |
| CT/MRI | Computed tomography/magnetic resonance imaging |
| DFS | Disease-free survival |
| DFS/OS | Disease-free survival/overall survival |
| DL | Deep learning |
| DM | Distant metastasis |
| DW-MRI | Diffusion-weighted magnetic resonance imaging |
| DWI | Diffusion-weighted imaging |
| DWI/ADC | Diffusion-weighted imaging/apparent diffusion coefficient |
| E3311 | ECOG-ACRIN E3311 trial (OPSCC de-escalation trial) |
| ECOG-ACRIN | ECOG-ACRIN Cancer Research Group (Eastern Cooperative Oncology Group + ACRIN) |
| EFS | Event-free survival |
| EIBALL/EORTC | EIBALL/EORTC (joint guidance) |
| ENE | Extranodal extension |
| EPI | Echo-planar imaging |
| FDG | (18F-)fluorodeoxyglucose |
| FDG-PET | (18F-)fluorodeoxyglucose positron emission tomography |
| FDG-PET/CT | (18F-)fluorodeoxyglucose PET/CT |
| FDR | False discovery rate |
| GLCM | Grey-level co-occurrence matrix |
| GLRLM | Grey-level run-length matrix |
| GLRLM/GLSZM/NGTDM | Grey-level run-length matrix/grey-level size zone matrix/neighbourhood grey-tone difference matrix |
| GLSZM | Grey-level size zone matrix |
| Grad-CAM | Gradient-weighted class activation mapping |
| GTV | Gross tumour volume |
| GTV-N | Gross tumour volume—nodal |
| GTV-P | Gross tumour volume—primary |
| GTVn | Gross tumour volume—nodal |
| GTVp | Gross tumour volume—primary |
| H&N | Head and neck |
| HECKTOR | Head and neck tumour segmentation and outcome prediction (challenge) |
| HNSCC | Head and neck squamous cell carcinoma |
| HPV | Human papillomavirus |
| HPV-POSITIVE | Human papillomavirus—positive |
| HR | Hazard ratio |
| IBEX | Imaging Biomarker Explorer |
| IBSI | Image Biomarker Standardisation Initiative |
| IDEAL | IDEAL Framework (Idea, Development, Exploration, Assessment, Long-Term Study) |
| ImageNet | ImageNet dataset |
| IMRT | Intensity-modulated radiotherapy |
| IMRT/CRT | Intensity-modulated radiotherapy/Chemoradiotherapy |
| Inception-V3 | Inception v3 (CNN architecture) |
| KM | Kaplan–Meier |
| LR | Local recurrence |
| LR/RF | Logistic regression/random forest |
| LRC | Locoregional control |
| MATLAB | MATLAB (MathWorks numerical computing environment) |
| MICCAI | Medical Image Computing and Computer Assisted Intervention |
| MITK | Medical Imaging Interaction Toolkit |
| MR | Magnetic resonance |
| MRgRT | Magnetic resonance-guided radiotherapy |
| MRI | Magnetic resonance imaging |
| MRMR | Minimum redundancy maximum relevance |
| MTV | Metabolic tumour volume |
| MTV/TLG | Metabolic tumour volume/total lesion glycolysis |
| NAC | Neoadjuvant chemotherapy |
| NGTDM | Neighbourhood grey-tone difference matrix |
| NPC | Nasopharyngeal carcinoma |
| NPV | Negative predictive value |
| OAR | Organ at risk |
| OPC | Oropharyngeal cancer |
| OPSCC | Oropharyngeal squamous cell carcinoma |
| OPSCC-HPV | HPV-associated OPSCC |
| OS | Overall survival |
| OS/DFS | Overall survival/disease-free survival |
| OS/PFS | Overall survival/progression-free survival |
| PERCIST | PET Response Criteria in Solid Tumours |
| PET | Positron emission tomography |
| PET-CT | Positron emission tomography/computed tomography |
| PET-NECK | PET-NECK trial (PET-guided surveillance vs. neck dissection after CRT) |
| PET/CT | Positron emission tomography/computed tomography |
| PET/DWI | Positron emission tomography/diffusion-weighted imaging |
| PET/MRI | Positron emission tomography/magnetic resonance imaging |
| PET/MRI/CT | Positron emission tomography/MRI/CT |
| PFS | Progression-free survival |
| PFS/DFS | Progression-free survival/disease-free survival |
| PFS/DSS | Progression-free survival/disease-specific survival |
| PFS/DSS/OS | Progression-free survival/disease-specific survival/overall survival |
| PFS/OS | Progression-free survival/overall survival |
| PPV | Positive predictive value |
| QI | Quality improvement |
| QIBA | Quantitative Imaging Biomarkers Alliance |
| R-IDEAL | R-IDEAL framework for radiotherapy innovation evaluation |
| RCT | Randomised controlled trial |
| RFS | Recurrence-free survival |
| ROC | Receiver operating characteristic |
| ROC/AUC | Receiver operating characteristic/area under the (ROC) curve |
| ROI | Region of interest |
| RRS | Radiomics risk score |
| RT | Radiotherapy |
| SCC | Squamous cell carcinoma |
| SD | Standard deviation |
| SMOTE | Synthetic Minority Over-Sampling Technique |
| SPM12 | Statistical Parametric Mapping (version 12) |
| SPSS | Statistical Package for the Social Sciences |
| SULpeak | Peak standardised uptake value (lean body mass-normalised) |
| SUV | Standardised uptake value |
| SUVmax | Maximum standardised uptake value |
| SUVmean | Mean standardised uptake value |
| SUVpeak | Peak standardised uptake value |
| SVM | Support vector machine |
| T1 | T1-weighted (MRI sequence) |
| T1WI | T1-weighted imaging |
| T2 | T2-weighted (MRI sequence) |
| T2WI | T2-weighted imaging |
| TCIA | The Cancer Imaging Archive |
| TLG | Total lesion glycolysis |
| UK | United Kingdom |
| VOI | Volume of interest |
| XGBoost | eXtreme Gradient Boosting |
| ΔADC | Change in apparent diffusion coefficient |