3D Anomaly Detection on ShanghaiTech Weakly Supervised

Metric: AUC-ROC (higher is better)

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Results

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#	Model↕	AUC-ROC▼	Extra Data	Paper	Date↕	Code
1	DDRO	97.91	No	-	-	Code
2	DDRO (SSALA)	97.86	No	-	-	Code
3	STPrompt	97.81	No	Weakly Supervised Video Anomaly Detection and Lo...	2024-08-12	-
4	CLAV-CoMo	97.59	No	-	-	-
5	DMU	97.57	No	Dual Memory Units with Uncertainty Regulation fo...	2023-02-10	Code
6	RTFM-BERT	97.54	No	Overlooked Video Classification in Weakly Superv...	2022-10-13	Code
7	VadCLIP	97.49	No	VadCLIP: Adapting Vision-Language Models for Wea...	2023-08-22	Code
8	S3R	97.48	No	-	-	Code
9	RTFM	97.21	No	Weakly-supervised Video Anomaly Detection with R...	2021-01-25	Code
10	OPVAD	96.98	No	Open-Vocabulary Video Anomaly Detection	2023-11-13	-
11	UML	96.78	No	Unbiased Multiple Instance Learning for Weakly S...	2023-03-22	Code
12	OCC-WS	96.33	No	Interleaving One-Class and Weakly-Supervised Mod...	2024-01-24	Code
13	BN-SVP	96	No	Bayesian Nonparametric Submodular Video Partitio...	2022-03-24	Code
14	MIST	94.83	No	MIST: Multiple Instance Self-Training Framework ...	2021-04-04	Code
15	AR-Net	91.24	No	Weakly Supervised Video Anomaly Detection via Ce...	2021-04-15	Code
16	MIL-Rank	85.33	No	Real-world Anomaly Detection in Surveillance Vid...	2018-01-12	Code