SOTAVerified

Video Anomaly Detection

Papers

Showing 110 of 262 papers

TitleStatusHype
Sequential keypoint density estimator: an overlooked baseline of skeleton-based video anomaly detectionCode1
SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language ModelsCode1
Self-supervised Learning of Echocardiographic Video Representations via Online Cluster DistillationCode1
Dual‑detector Re‑optimization for Federated Weakly Supervised Video Anomaly Detection Via Adaptive Dynamic Recursive MappingCode1
Track Any Anomalous Object: A Granular Video Anomaly Detection Pipeline0
Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-ThoughtCode1
Rethinking Metrics and Benchmarks of Video Anomaly Detection0
Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection0
Just Dance with π! A Poly-modal Inductor for Weakly-supervised Video Anomaly Detection0
Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly DetectionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TrajRECAUC89.4Unverified
2MoCoDADAUC89Unverified
3Multi-timescale PredictionAUC88.33Unverified
4COSKAD-euclideanAUC87.8Unverified
5COSKAD-hyperbolicAUC87.3Unverified
6BiPOCOAUC87Unverified
7MPED-RNNAUC86.3Unverified
8PredAUC86.2Unverified
9Conv-AEAUC84.8Unverified
10COSKAD-radialAUC82.2Unverified