Cross-Modal Guidance based Auto-Encoder for Multi-Video Summarization

•We employ tag information rather than web images information as side information.•We apply sparse auto-encoder as the main model in selecting the keyframes.•Visual and tag information are combined together to constrain auto-encoder.