PoseLift is a real-world privacy-preserving pose dataset of 155 retail CCTV videos, and the best benchmarked model, STG-NF, reaches 67.46% AUC-ROC for shoplifting detection.
Understanding the challenges and opportunities of pose-based anomaly detection
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Exploring Pose-Based Anomaly Detection for Retail Security: A Real-World Shoplifting Dataset and Benchmark
PoseLift is a real-world privacy-preserving pose dataset of 155 retail CCTV videos, and the best benchmarked model, STG-NF, reaches 67.46% AUC-ROC for shoplifting detection.