Anomaly Detection on CUHK Avenue

Metric: FPS (higher is better)

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#	Model↕	FPS▼	Augmentations	Paper	Date↕	Code
1	SD-MAE	1670	No	Self-Distilled Masked Auto-Encoders are Efficien...	2023-06-21	Code
2	AKD-VAD	1480	No	Lightning Fast Video Anomaly Detection via Adver...	2022-11-28	Code
3	FastAno	195	No	FastAno: Fast Anomaly Detection via Spatio-tempo...	2021-06-16	Code
4	SSMTL	51	No	Anomaly Detection in Video via Self-Supervised a...	2020-11-15	Code
5	Background-Agnostic Framework	25	Yes	A Background-Agnostic Framework with Adversarial...	2020-08-27	Code
6	Future Frame Prediction	25	No	Future Frame Prediction for Anomaly Detection --...	2017-12-28	Code
7	Background-Agnostic Framework+SSMCTB	24	No	Self-Supervised Masked Convolutional Transformer...	2022-09-25	Code
8	Background- Agnostic Framework+SSPCAB	24	No	Self-Supervised Predictive Convolutional Attenti...	2021-11-17	Code
9	SSMTL++v1	20	No	SSMTL++: Revisiting Self-Supervised Multi-Task L...	2022-07-16	-
10	SSMTL++v2	19	No	-	-	-
11	Cloze Test	5	No	Cloze Test Helps: Effective Video Anomaly Detect...	2020-08-27	Code

#1SD-MAESOTA
1670
FPS· 2023-06-21
Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors Code
#2AKD-VADSOTA
1480
FPS· 2022-11-28
Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation Code
#3FastAnoSOTA
195
FPS· 2021-06-16
FastAno: Fast Anomaly Detection via Spatio-temporal Patch Transformation Code
#4SSMTLSOTA
51
FPS· 2020-11-15
Anomaly Detection in Video via Self-Supervised and Multi-Task Learning Code
#5Background-Agnostic Framework
25
FPS· Augmentations· 2020-08-27
A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video Code
#6Future Frame PredictionSOTA
25
FPS· 2017-12-28
Future Frame Prediction for Anomaly Detection -- A New Baseline Code
#7Background-Agnostic Framework+SSMCTB
24
FPS· 2022-09-25
Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection Code
#8Background- Agnostic Framework+SSPCAB
24
FPS· 2021-11-17
Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection Code
#9SSMTL++v1
20
FPS· 2022-07-16
SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection
#10SSMTL++v2
19
FPS
No paper
#11Cloze Test
5
FPS· 2020-08-27
Cloze Test Helps: Effective Video Anomaly Detection via Learning to Complete Video Events Code