Alka Singh

A Deep Neural Network Framework for Automated Crime Detection and Video Summarization

Results demonstrate that combining anomaly-aware attention with keyframe extraction in a single trainable pipeline yields both higher detection fidelity and immediately actionable, human-reviewable video summaries, making the framework well suited for real-time deployment in smart-city and public-safety surveillance in...