Video Highlights Highlight Frame Extraction Dataset

The Video Highlights dataset contains playback links of more than 1,470 complete variety show videos (about 1,200 hours) and files containing extracted features. Highlight Clips includes 18,000 videos with a total length of about 750 hours, and each video is accurately annotated with a timestamp. Researchers can use the videos and annotated clips in the training dataset to design algorithms and train models.

The dataset is divided into three subsets:

• Training set: can be used to design algorithms and train models. It contains video features and label information.

• Validation set: Contains relatively few videos that can be used to validate the trained model. In addition, ground-truth (Meta.json) with timestamps of highlight clips is also provided.

• Test set: Contains another set of videos (without the video highlights timestamp ground-truth). After submitting the predicted timestamp, it can be used to evaluate the model performance and rank.