Anomaly Detection on UBI-Fights

Metric: Decidability (higher is better)

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#	Model↕	Decidability▼	Augmentations	Paper	Date↕	Code
1	GMM	1.386	No	-	-	Code
2	SS-Model + WS-Model + Sultani et al.	1.108	No	-	-	Code
3	SS-Model	0.986	No	-	-	Code
4	Sultani et al.	0.804	No	Real-world Anomaly Detection in Surveillance Vid...	2018-01-12	Code
5	Sultani et al.	0.738	No	Real-world Anomaly Detection in Surveillance Vid...	2018-01-12	Code
6	s2-VAE	0.323	No	-	-	Code
7	Hasan et al.	0.194	No	Learning Temporal Regularity in Video Sequences	2016-04-15	Code
8	Hasan et al.	0.194	No	Learning Temporal Regularity in Video Sequences	2016-04-15	Code
9	s2-VAE	0.164	No	-	-	Code
10	Adversarial Generator	0.147	No	Abnormal Event Detection in Videos using Generat...	2017-08-31	-
11	Adversarial Generator	0.147	No	Abnormal Event Detection in Videos using Generat...	2017-08-31	-
12	LSTM-VAE	0.059	No	Abnormal Event Detection in Videos using Spatiot...	2017-01-06	Code
13	LSTM-AE	0.059	No	Abnormal Event Detection in Videos using Spatiot...	2017-01-06	Code

#1GMM
1.386
Decidability
No paperCode
#2SS-Model + WS-Model + Sultani et al.
1.108
Decidability
No paperCode
#3SS-Model
0.986
Decidability
No paperCode
#4Sultani et al.SOTA
0.804
Decidability· 2018-01-12
Real-world Anomaly Detection in Surveillance Videos Code
#5Sultani et al.
0.738
Decidability· 2018-01-12
Real-world Anomaly Detection in Surveillance Videos Code
#6s2-VAE
0.323
Decidability
No paperCode
#7Hasan et al.SOTA
0.194
Decidability· 2016-04-15
Learning Temporal Regularity in Video Sequences Code
#8Hasan et al.
0.194
Decidability· 2016-04-15
Learning Temporal Regularity in Video Sequences Code
#9s2-VAE
0.164
Decidability
No paperCode
#10Adversarial Generator
0.147
Decidability· 2017-08-31
Abnormal Event Detection in Videos using Generative Adversarial Nets
#11Adversarial Generator
0.147
Decidability· 2017-08-31
Abnormal Event Detection in Videos using Generative Adversarial Nets
#12LSTM-VAE
0.059
Decidability· 2017-01-06
Abnormal Event Detection in Videos using Spatiotemporal Autoencoder Code
#13LSTM-AE
0.059
Decidability· 2017-01-06
Abnormal Event Detection in Videos using Spatiotemporal Autoencoder Code