GlanceVAD: Label-efficient Video Anomaly Detection with Glance Supervision

The author introduces a novel labeling paradigm, "glance annotation," for video anomaly detection to balance accuracy and cost-effectiveness. By leveraging Gaussian kernels through Temporal Gaussian Splatting, the GlanceVAD method outperforms existing approaches in model performance and annotation efficiency.