Anomaly Detection on ShanghaiTech Weakly Supervised

Metric: AUC-ROC (higher is better)

LeaderboardDataset

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Results

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#	Model↕	AUC-ROC▼	Augmentations	Paper	Date↕	Code
1	PEL	98.14	No	Learning Prompt-Enhanced Context Features for We...	2023-06-26	Code
2	ProDisc-VAD	97.98	No	ProDisc-VAD: An Efficient System for Weakly-Supe...	2025-05-04	Code
3	DDRO	97.91	No	-	-	Code
4	DDRO (SSALA)	97.86	No	-	-	Code
5	STPrompt	97.81	No	Weakly Supervised Video Anomaly Detection and Lo...	2024-08-12	-
6	CLAV-CoMo	97.59	No	-	-	-
7	DMU	97.57	No	Dual Memory Units with Uncertainty Regulation fo...	2023-02-10	Code
8	RTFM-BERT	97.54	No	Overlooked Video Classification in Weakly Superv...	2022-10-13	Code
9	VadCLIP	97.49	No	VadCLIP: Adapting Vision-Language Models for Wea...	2023-08-22	Code
10	Learning Causal Temporal Relation and Feature Discrimination for Anomaly Detection	97.48	No	Weakly-supervised Video Anomaly Detection with R...	2021-01-25	Code
11	S3R	97.48	No	-	-	Code
12	Learning Causal Temporal Relation and Feature Discrimination for Anomaly Detection	97.48	No	Weakly-supervised Video Anomaly Detection with R...	2021-01-25	Code
13	S3R	97.48	No	-	-	Code
14	RTFM	97.21	No	Weakly-supervised Video Anomaly Detection with R...	2021-01-25	Code
15	RTFM	97.21	No	Weakly-supervised Video Anomaly Detection with R...	2021-01-25	Code
16	OPVAD	96.98	No	Open-Vocabulary Video Anomaly Detection	2023-11-13	-
17	UML	96.78	No	Unbiased Multiple Instance Learning for Weakly S...	2023-03-22	Code
18	OCC-WS	96.33	No	Interleaving One-Class and Weakly-Supervised Mod...	2024-01-24	Code
19	BN-SVP	96	No	Bayesian Nonparametric Submodular Video Partitio...	2022-03-24	Code
20	MTFL (VST, finetuned on VADD)	95.7	Yes	MTFL: Multi-Timescale Feature Learning for Weakl...	2024-10-08	Code
21	MTFL (VST)	95.32	No	MTFL: Multi-Timescale Feature Learning for Weakl...	2024-10-08	Code
22	MIST	94.83	No	MIST: Multiple Instance Self-Training Framework ...	2021-04-04	Code
23	MIST	94.83	No	MIST: Multiple Instance Self-Training Framework ...	2021-04-04	Code
24	AR-Net	91.24	No	Weakly Supervised Video Anomaly Detection via Ce...	2021-04-15	Code
25	AR-Net	91.24	No	Weakly Supervised Video Anomaly Detection via Ce...	2021-04-15	Code
26	Multiple-Instance-Based-Video-Anomaly-Detection-Using-Deep-Temporal-Encoding-Decoding	89.14	No	Multiple Instance-Based Video Anomaly Detection ...	2020-07-03	Code
27	MIL-Rank	85.33	No	Real-world Anomaly Detection in Surveillance Vid...	2018-01-12	Code
28	GCN-Anomaly	84.44	No	Graph Convolutional Label Noise Cleaner: Train a...	2019-03-18	Code