Description

The domain-specific personal videos highlight dataset from the paper [1] describes a fully automatic method to train domain-specific highlight ranker for raw personal videos. Given a keyword such as surfing, the proposed method automatically harvests YouTube for both raw and edited pairs of personal videos for training a domain-specific highlight ranker. Experimental results demonstrate state-of-the-art highlight detection ability on surfing, skating, skiing, gymnastics, parkour, and dog related domains. [1] M. Sun, A. Farhadi, and S. Seitz. Ranking Domain-specific Highlights by Analyzing Edited Videos. ECCV, 2014

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