| ACV-DHOA | Adaptive Coefficient Vector-based Deer Hunting Optimization Algorithm |
| Adam | Adaptive Moment Estimation |
| AFDF | Adaptive Fuzzy Deformable Fusion |
| AFMS-Net | Adaptive Feature Medical Segmentation Network |
| AFSO | Artificial Fish Swarm Optimization |
| AHCN-LNQ | Adaptive Histogram Contrast Normalization with Learning-based Neural Quantization |
| ALO | Ant-Lion Optimization |
| ARKFCM | Adaptively Regularized Kernel-Based Fuzzy C-Means |
| ASME | Angular Second Momentum and Entropy |
| AWF | Adaptive Wiener Filtering |
| BDWCNN | Bayesian Depth-Wise CNN |
| BFC | BayesianFuzzy Clustering |
| BiFPN | Bi-directional Feature Pyramid Network |
| Bi-MGLCM | Bi-directional Modified GLCM |
| BTP | Brain-Tumor-Progression |
| BraTS | Brain Tumor Segmentation |
| CBAM | Convolutional Block Attention Module |
| CDLLC | Convolutional Dictionary Learning with Local Constraint |
| CE-MRI | Contrast Enhanced Magnetic Resonance Imaging |
| CLAHE | Contrast-Limited Adaptive Histogram Equalization |
| CNNs | Convolutional Neural Networks |
| CWCSO | Chaotic Whale Cat Swarm Optimization |
| DNN | Deep Neural Network |
| DWA | Deep Watershed Autoencoders |
| DLCR | Deep Learning Cascade Regression |
| DRN | Deep Residual Networks |
| DSC | Dice Similarity Coefficient |
| DT | Decision Tree |
| DWT | Discrete Wavelet Transform |
| ECKC | European Cyber-Knife Center |
| EHDMO | Hybrid Dwarf Mongoose Optimization |
| ELM | Extreme Learning Machine |
| ELM-LRF | ELM with Local Receptive Fields |
| FESAE | Feature Enhanced Stacked Autoencoder |
| FPFC | Fractional Probabilistic Fuzzy Clustering |
| FC | Fractional Calculus |
| FCNs | Fully Convolutional Networks |
| GANs | Generative Adversarial Networks |
| GA | Genetic Algorithm |
| GATE-CNN | Graph Attention Autoencoder-CNN |
| GBM | Glioblastoma Multiforme |
| GGL | Group Lasso |
| GLCM | Gray-Level Co-occurrence Matrix |
| GLR | Graph Laplacian Regularization |
| GMCNN | Gabor-modulated CNN |
| GN | Group Normalization |
| GMM | Gaussian Mixture Model |
| Grad-CAM | Gradient-weighted Class Activation Mapping |
| GRUs | Gated Recurrent Units |
| HOG | Histogram of Oriented Gradients |
| IAI | Interpretable AI |
| IoT | Internet of Things |
| IoU | Intersection over Union |
| ISLES | Ischemic Stroke Lesion Segmentation |
| JOA | Jaya Optimization Algorithm |
| KNN | K-Nearest Neighbor |
| LBP | Local Binary Pattern |
| LDA | Linear Discriminant Analysis |
| LoG | Laplacian of Gaussian |
| LSTM | Long Short-Term Memory |
| MICCAI | Medical Image Computing and Computer-Assisted Intervention conference |
| MRI | Magnetic Resonance Imaging |
| MMGAN | Multi-Modal Generative Adversarial Network |
| MS-SSIM | Multi-Scale Structural Similarity Index Measure |
| PCA | Principal Component Analysis |
| PSO | Particle Swarm Optimization |
| POD | Proper Orthogonal Decomposition |
| QTbMPA | Quantum Theory-based Marine Predator Algorithm |
| RF | Random Forest |
| ResNet | Residual Network architecture |
| REMBRANDT | Repository of Molecular Brain Neoplasia Data |
| RNNs | Recurrent Neural Networks |
| RPNs | Region Proposal Networks |
| ROI | Region Of Interest |
| SAM | Segment Anything Model |
| SAEB | Single Adaptive Encoder Block |
| SGDM | Stochastic Gradient Descent Method |
| SHAP | SHapley Additive exPlanations |
| ShCNN | Shepherd CNN |
| SLOOP | Significant Local Optimal Oriented Pattern |
| SMOTE | Synthetic Minority Oversampling Technique |
| SVM | Support Vector Machine |
| SVM-RBF | SVM with Radial Basis Function |
| SPPF+ | Spatial Pyramid Pooling Fast+ |
| ST | Scattering Transform |
| TCGA-GBM | The Cancer Genome Atlas Glioblastoma Multiforme |
| TCGA-LGG | The Cancer Genome Atlas Low Grade Glioma |
| T1-WCEMRI | T1-weighted contrast-enhanced MRI |
| VAEs | Variational Autoencoders |
| ViTs | lightweight Vision Transformers |
| VGG | Visual Geometry Group architecture |
| WPTE | Wavelet Packet Tsallis Entropy |
| XAI | eXplainable AI |