Anomaly Detection on UBI-Fights

Metric: AUC (higher is better)

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#	Model↕	AUC▼	Augmentations	Paper	Date↕	Code
1	GMM	0.906	No	-	-	Code
2	Sultani et al.	0.892	No	Real-world Anomaly Detection in Surveillance Vid...	2018-01-12	Code
3	SS-Model + WS-Model + Sultani et al.	0.846	No	-	-	Code
4	SS-Model	0.819	No	-	-	Code
5	Sultani et al.	0.787	No	Real-world Anomaly Detection in Surveillance Vid...	2018-01-12	Code
6	s2-VAE	0.61	No	-	-	Code
7	LSTM-VAE	0.541	No	Abnormal Event Detection in Videos using Spatiot...	2017-01-06	Code
8	LSTM-AE	0.541	No	Abnormal Event Detection in Videos using Spatiot...	2017-01-06	Code
9	s2-VAE	0.54	No	-	-	Code
10	Adversarial Generator	0.533	No	Abnormal Event Detection in Videos using Generat...	2017-08-31	-
11	Adversarial Generator	0.533	No	Abnormal Event Detection in Videos using Generat...	2017-08-31	-
12	Hasan et al.	0.528	No	Learning Temporal Regularity in Video Sequences	2016-04-15	Code
13	Hasan et al.	0.528	No	Learning Temporal Regularity in Video Sequences	2016-04-15	Code

#1GMM
0.906
AUC
No paperCode
#2Sultani et al.SOTA
0.892
AUC· 2018-01-12
Real-world Anomaly Detection in Surveillance Videos Code
#3SS-Model + WS-Model + Sultani et al.
0.846
AUC
No paperCode
#4SS-Model
0.819
AUC
No paperCode
#5Sultani et al.
0.787
AUC· 2018-01-12
Real-world Anomaly Detection in Surveillance Videos Code
#6s2-VAE
0.61
AUC
No paperCode
#7LSTM-VAESOTA
0.541
AUC· 2017-01-06
Abnormal Event Detection in Videos using Spatiotemporal Autoencoder Code
#8LSTM-AE
0.541
AUC· 2017-01-06
Abnormal Event Detection in Videos using Spatiotemporal Autoencoder Code
#9s2-VAE
0.54
AUC
No paperCode
#10Adversarial Generator
0.533
AUC· 2017-08-31
Abnormal Event Detection in Videos using Generative Adversarial Nets
#11Adversarial Generator
0.533
AUC· 2017-08-31
Abnormal Event Detection in Videos using Generative Adversarial Nets
#12Hasan et al.SOTA
0.528
AUC· 2016-04-15
Learning Temporal Regularity in Video Sequences Code
#13Hasan et al.
0.528
AUC· 2016-04-15
Learning Temporal Regularity in Video Sequences Code