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. 2026 May 30;12(6):80. doi: 10.3390/tomography12060080
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