The TVSum50 dataset contains 50 videos and their shot-level importance scores obtained via crowdsourcing. The 50 videos, collected from YouTube?, comes with the Creative Commons CC-BY (v3.0) license. We release both the video files and their URLs. The shot-level importance scores are annotated by crowd-workers and contain 20 annotations per video. This dataset may serve as a benchmark to validate video summarization techniques.