| TASC-SwinMT | Task-Adaptive Synergistic Cross-Task Swin Multi-Task Framework |
| TALA | Task-Aware Lightweight Adapter |
| MSTAF | Multi-Scale Task Alignment Fusion |
| CTCI | Cross-Task Collaborative Interaction |
| CT | Computed Tomography |
| MRI | Magnetic Resonance Imaging |
| BN | Batch Normalization |
| CNN | Convolutional Neural Network |
| FFT | Fast Fourier Transform |
| iFFT2D | Inverse Two-dimensional Fast Fourier Transform |
| BCE | Binary Cross-Entropy |
| MSE | Mean Squared Error |
| Dice | Dice Coefficient |
| EdgeSSIM | Edge-based Structural Similarity Index Measure |
| LPIPS | Learned Perceptual Image Patch Similarity |
| PSNR | Peak Signal-to-Noise Ratio |
| SSIM | Structural Similarity Index Measure |
| IoU | Intersection over Union |
| TCS | Temporal Consistency Score |
| MSD | Medical Segmentation Decathlon |
| MTL | Multi-Task Learning |
| SOTA | State-of-the-Art |
| MoE | Mixture of Experts |
| GradNorm | Gradient Normalization |
| DWA | Dynamic Weight Average |
| GPU | Graphics Processing Unit |
| FP16 | Mixed precision training |
| FLOPs | Floating Point Operations |
| FPS | Frames Per Second |