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Achieving a 1.05 dB increase in PSNR and enhanced structural similarity, 4D-SG redefines the capabilities of sparse-view spectral CT reconstruction.
A novel framework recasts fall detection as a stability-loss event, enabling real-time monitoring with a sub-50K-parameter model that outperforms traditional methods in interpretability and efficiency.
