HyperAI超神经

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HyperAI超神经

Weakly Supervised Video Anomaly Detection On

评估指标

AUC-ROC

评测结果

各个模型在此基准测试上的表现结果

模型名称	AUC-ROC	Paper Title	Repository
OPVAD	96.98	Open-Vocabulary Video Anomaly Detection	-
S3R	97.48	Self-supervised Sparse Representation for Video Anomaly Detection
CLAV-CoMo	97.59	Look Around for Anomalies: Weakly-Supervised Anomaly Detection via Context-Motion Relational Learning	-
MIL-Rank	85.33	Real-world Anomaly Detection in Surveillance Videos
DMU	97.57	Dual Memory Units with Uncertainty Regulation for Weakly Supervised Video Anomaly Detection
OCC-WS	96.33	Interleaving One-Class and Weakly-Supervised Models with Adaptive Thresholding for Unsupervised Video Anomaly Detection
RTFM	97.21	Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning
BN-SVP	96.00	Bayesian Nonparametric Submodular Video Partition for Robust Anomaly Detection	-
UML	96.78	Unbiased Multiple Instance Learning for Weakly Supervised Video Anomaly Detection
MIST	94.83	MIST: Multiple Instance Self-Training Framework for Video Anomaly Detection
RTFM-BERT	97.54	Overlooked Video Classification in Weakly Supervised Video Anomaly Detection
STPrompt	97.81	Weakly Supervised Video Anomaly Detection and Localization with Spatio-Temporal Prompts	-
VadCLIP	97.49	VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly Detection
AR-Net	91.24	Weakly Supervised Video Anomaly Detection via Center-guided Discriminative Learning

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