REU Week 7: Real-Time Video Anomaly Detection Project Leader: Praveen Tirupattur Urvi Gianchandani

Anomalous Clip MIL Ranking Loss Normal Clip Video Clip Positive Bag Feature Extraction Classification Network MIL Ranking Loss Normal Clip Anomaly score Negative Bag I3D Feature Extraction Video Clip Negative Bag

Learning rate: 0.001 0.0001 0.00001 Optimizer: Adam Batch size: 2

Learning rate: 0.001 0.0001 0.00001 Optimizer: SGD Batch size: 2

Optimizer: Adam Learning rate: 0.0001 Batch Normalization Batch size: 3 4 Optimizer: Adam Learning rate: 0.0001 Batch Normalization

Optimizer: Adam Learning rate: 0.0001 Batch size:: 2 (no BatchNorm) 3 4 Optimizer: Adam Learning rate: 0.0001

References https://arxiv.org/pdf/1801.04264.pdf

Thank you!