Less is More: Label-Guided Efficient Summarization of Procedural and Instructional Videos

Video summarization transforms long videos into concise representations that are easier to document and analyze, especially in high-stakes domains such as surgical training. However, long-form videos often require dense frame processing or supervised training pipelines, which can be computationally