Video Understanding on UCF-Crime

Metric: ROC AUC (higher is better)

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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

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