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South China University of Technology
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AspectCLIP reveals that respecting the one-to-many relationship between images and text can dramatically improve representation quality in CLIP models.
SEAM reduces boundary jerk by 28% and transition discontinuity by 27%, all while preserving task success and computational efficiency.