Egocentric video co-summarization using transfer learning and refined random walk on a constrained graph

•Co-summarization for short and long duration egocentric videos.•Transfer Learning with a new loss function.•Constrained Video Representation Graph providing computational benefits.•Random Walks with label refinements for accurate summary.