TRINITY: A Multi-Perspective Benchmark for Personal-Style Video Highlight Detection
A multi-perspective benchmark that decomposes highlight saliency into three complementary dimensions, Event, Emotion, and Nature, within a unified temporal framework, and proposes a shared-backbone multi-branch architecture designed for parallel multi-perspective prediction via view-specific experts.