Anomaly Detection on UBnormal

Metric: TBDC (higher is better)

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#	Model↕	TBDC▼	Augmentations	Paper	Date↕	Code
1	SSMTL++v1	63.53	No	SSMTL++: Revisiting Self-Supervised Multi-Task L...	2022-07-16	-
2	Background-Agnostic Framework	56.27	No	A Background-Agnostic Framework with Adversarial...	2020-08-27	Code
3	TimeSformer	0.05	Yes	Is Space-Time Attention All You Need for Video U...	2021-02-09	Code
4	MIL	0.001	No	Real-world Anomaly Detection in Surveillance Vid...	2018-01-12	Code

#1SSMTL++v1SOTA
63.53
TBDC· 2022-07-16
SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection
#2Background-Agnostic FrameworkSOTA
56.27
TBDC· 2020-08-27
A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video Code
#3TimeSformer
0.05
TBDC· Augmentations· 2021-02-09
Is Space-Time Attention All You Need for Video Understanding?Code
#4MILSOTA
0.001
TBDC· 2018-01-12
Real-world Anomaly Detection in Surveillance Videos Code