3D Anomaly Detection on UBnormal

Metric: AUC-ROC (higher is better)

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#	Model↕	AUC-ROC▼	Extra Data	Paper	Date↕	Code
1	DDRO (SSALA)	76.51	No	-	-	Code
2	DDRO	70.91	No	-	-	Code
3	OCC-WS	67.42	No	Interleaving One-Class and Weakly-Supervised Mod...	2024-01-24	Code
4	RTFM	66.83	No	Weakly-supervised Video Anomaly Detection with R...	2021-01-25	Code
5	MIST	65.32	No	MIST: Multiple Instance Self-Training Framework ...	2021-04-04	Code
6	STPrompt	63.98	No	Weakly Supervised Video Anomaly Detection and Lo...	2024-08-12	-
7	OPVAD	62.94	No	Open-Vocabulary Video Anomaly Detection	2023-11-13	-
8	VadCLIP	62.32	No	VadCLIP: Adapting Vision-Language Models for Wea...	2023-08-22	Code
9	AR-Net	62.3	No	Weakly Supervised Video Anomaly Detection via Ce...	2021-04-15	Code
10	DMU	59.91	No	Dual Memory Units with Uncertainty Regulation fo...	2023-02-10	Code
11	MIL-Rank	54.12	No	Real-world Anomaly Detection in Surveillance Vid...	2018-01-12	Code

#1DDRO (SSALA)
76.51
AUC-ROC
No paperCode
#2DDRO
70.91
AUC-ROC
No paperCode
#3OCC-WSSOTA
67.42
AUC-ROC· 2024-01-24
Interleaving One-Class and Weakly-Supervised Models with Adaptive Thresholding for Unsupervised Video Anomaly Detection Code
#4RTFMSOTA
66.83
AUC-ROC· 2021-01-25
Weakly-supervised Video Anomaly Detection with Robust Temporal Feature Magnitude Learning Code
#5MIST
65.32
AUC-ROC· 2021-04-04
MIST: Multiple Instance Self-Training Framework for Video Anomaly Detection Code
#6STPrompt
63.98
AUC-ROC· 2024-08-12
Weakly Supervised Video Anomaly Detection and Localization with Spatio-Temporal Prompts
#7OPVAD
62.94
AUC-ROC· 2023-11-13
Open-Vocabulary Video Anomaly Detection
#8VadCLIP
62.32
AUC-ROC· 2023-08-22
VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly Detection Code
#9AR-Net
62.3
AUC-ROC· 2021-04-15
Weakly Supervised Video Anomaly Detection via Center-guided Discriminative Learning Code
#10DMU
59.91
AUC-ROC· 2023-02-10
Dual Memory Units with Uncertainty Regulation for Weakly Supervised Video Anomaly Detection Code
#11MIL-RankSOTA
54.12
AUC-ROC· 2018-01-12
Real-world Anomaly Detection in Surveillance Videos Code