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The Sagittal T2-weighted MRI sequence outperforms multisequence approaches, achieving a Macro F1-score of 50.31% in spine pathology diagnosis.
Forget shallow embedding trajectories and computationally heavy MLLMs: EA-Swin's factorized windowed attention on pretrained video embeddings leaps ahead in detecting AI-generated videos, achieving 5-20% accuracy gains.
