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Transforming verbose queries into concise keywords can elevate segmentation accuracy from 20% to nearly 77% in complex dynamic scenes.
Boundary-Aware Adaptive Tiling not only boosts localization accuracy but also reveals perspective distortion as the main source of error in high-resolution athlete tracking.
ActPair achieves state-of-the-art performance in person anomaly detection by integrating action-aligned retrieval with efficient pairwise multimodal reranking, redefining how we approach context-dependent behavior analysis.
TreeSoc achieves an impressive 85.2% accuracy in soccer video question answering by transforming complex queries into manageable sub-tasks through structured reasoning.