Video Understanding on UCF-Crime

Metric: ROC AUC (higher is better)

LeaderboardDataset

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#	Model↕	ROC AUC▼	Extra Data	Paper	Date↕	Code
1	STEAD-Base	91.34	No	STEAD: Spatio-Temporal Efficient Anomaly Detecti...	2025-03-11	Code
2	MTFL (VST, finetuned on VADD)	89.78	Yes	MTFL: Multi-Timescale Feature Learning for Weakl...	2024-10-08	Code
3	STEAD-Fast	88.87	No	STEAD: Spatio-Temporal Efficient Anomaly Detecti...	2025-03-11	Code
4	BN-WVAD	87.24	No	BatchNorm-based Weakly Supervised Video Anomaly ...	2023-11-26	Code
5	MTFL (VST)	87.16	No	MTFL: Multi-Timescale Feature Learning for Weakl...	2024-10-08	Code
6	ProDisc-VAD	87.12	No	ProDisc-VAD: An Efficient System for Weakly-Supe...	2025-05-04	Code
7	MGFN	86.98	No	MGFN: Magnitude-Contrastive Glance-and-Focus Net...	2022-11-28	Code
8	PEL	86.76	No	Learning Prompt-Enhanced Context Features for We...	2023-06-26	Code
9	S3R	85.99	No	-	-	Code
10	WSAL	85.38	No	Localizing Anomalies from Weakly-Labeled Videos	2020-08-20	Code
11	CR-UNet	85.24	No	-	-	-
12	Multi-stream Network with Late Fuzzy Fusion	84.48	No	-	-	-
13	RTFM	84.03	No	Weakly-supervised Video Anomaly Detection with R...	2021-01-25	Code
14	MIST	82.3	No	MIST: Multiple Instance Self-Training Framework ...	2021-04-04	Code
15	DMRMs	81.91	No	-	-	-
16	Multiple-Instance-Based-Video-Anomaly-Detection-Using-Deep-Temporal-Encoding-Decoding	80.1	No	Multiple Instance-Based Video Anomaly Detection ...	2020-07-03	Code
17	MILR	76.67	No	3D ResNet with Ranking Loss Function for Abnorma...	2020-02-04	-
18	GMM-based	75.9	No	-	-	Code
19	Sultani et al.	75.41	No	Real-world Anomaly Detection in Surveillance Vid...	2018-01-12	Code