Anomaly Detection on CUHK Avenue

Metric: RBDC (higher is better)

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#	Model↕	RBDC▼	Augmentations	Paper	Date↕	Code
1	EVAL	68.2	No	EVAL: Explainable Video Anomaly Localization	2022-12-15	-
2	Background-Agnostic Framework+SSMCTB	66.04	No	Self-Supervised Masked Convolutional Transformer...	2022-09-25	Code
3	Background- Agnostic Framework+SSPCAB	65.99	No	Self-Supervised Predictive Convolutional Attenti...	2021-11-17	Code
4	Background-Agnostic Framework	65.05	Yes	A Background-Agnostic Framework with Adversarial...	2020-08-27	Code
5	SSMTL+UBnormal	61.1	Yes	UBnormal: New Benchmark for Supervised Open-Set ...	2021-11-16	Code
6	PGM	60.18	No	Bounding Boxes and Probabilistic Graphical Model...	2024-07-08	Code
7	PGM	60.18	No	Bounding Boxes and Probabilistic Graphical Model...	2024-07-08	Code
8	SSMTL	57	No	Anomaly Detection in Video via Self-Supervised a...	2020-11-15	Code
9	SSMTL++v2	47.8	No	-	-	-
10	SD-MAE	46.77	No	Self-Distilled Masked Auto-Encoders are Efficien...	2023-06-21	Code
11	Siamese Net	41.2	No	Learning a distance function with a Siamese netw...	2020-01-24	-
12	SSMTL++v1	40.9	No	SSMTL++: Revisiting Self-Supervised Multi-Task L...	2022-07-16	-
13	Future Frame Prediction	19.59	No	Future Frame Prediction for Anomaly Detection --...	2017-12-28	Code
14	Object-centric AE	15.77	No	Object-centric Auto-encoders and Dummy Anomalies...	2018-12-11	Code

#1EVALSOTA
68.2
RBDC· 2022-12-15
EVAL: Explainable Video Anomaly Localization
#2Background-Agnostic Framework+SSMCTBSOTA
66.04
RBDC· 2022-09-25
Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection Code
#3Background- Agnostic Framework+SSPCABSOTA
65.99
RBDC· 2021-11-17
Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection Code
#4Background-Agnostic FrameworkSOTA
65.05
RBDC· Augmentations· 2020-08-27
A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video Code
#5SSMTL+UBnormal
61.1
RBDC· Augmentations· 2021-11-16
UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection Code
#6PGM
60.18
RBDC· 2024-07-08
Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified Code
#7PGM
60.18
RBDC· 2024-07-08
Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified Code
#8SSMTL
57
RBDC· 2020-11-15
Anomaly Detection in Video via Self-Supervised and Multi-Task Learning Code
#9SSMTL++v2
47.8
RBDC
No paper
#10SD-MAE
46.77
RBDC· 2023-06-21
Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors Code
#11Siamese NetSOTA
41.2
RBDC· 2020-01-24
Learning a distance function with a Siamese network to localize anomalies in videos
#12SSMTL++v1
40.9
RBDC· 2022-07-16
SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection
#13Future Frame PredictionSOTA
19.59
RBDC· 2017-12-28
Future Frame Prediction for Anomaly Detection -- A New Baseline Code
#14Object-centric AE
15.77
RBDC· 2018-12-11
Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video Code