Anomaly Detection on CUHK Avenue

Metric: TBDC (higher is better)

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#	Model↕	TBDC▼	Augmentations	Paper	Date↕	Code
1	HF2VAD+SSPCAB	89.28	No	Self-Supervised Predictive Convolutional Attenti...	2021-11-17	Code
2	EVAL	87.56	No	EVAL: Explainable Video Anomaly Localization	2022-12-15	-
3	SSMTL++v2	85.2	No	-	-	-
4	SSMTL++v1	82.1	No	SSMTL++: Revisiting Self-Supervised Multi-Task L...	2022-07-16	-
5	Siamese Net	78.6	No	Learning a distance function with a Siamese netw...	2020-01-24	-
6	PGM	72.09	No	Bounding Boxes and Probabilistic Graphical Model...	2024-07-08	Code
7	PGM	72.09	No	Bounding Boxes and Probabilistic Graphical Model...	2024-07-08	Code
8	Background-Agnostic Framework	66.85	Yes	A Background-Agnostic Framework with Adversarial...	2020-08-27	Code
9	SD-MAE	66.58	No	Self-Distilled Masked Auto-Encoders are Efficien...	2023-06-21	Code
10	Background-Agnostic Framework+SSMCTB	65.12	No	Self-Supervised Masked Convolutional Transformer...	2022-09-25	Code
11	SSMTL+UBnormal	61.38	Yes	UBnormal: New Benchmark for Supervised Open-Set ...	2021-11-16	Code
12	SSMTL	58.3	No	Anomaly Detection in Video via Self-Supervised a...	2020-11-15	Code
13	Future Frame Prediction	56.01	No	Future Frame Prediction for Anomaly Detection --...	2017-12-28	Code
14	Object-centric AE	27.01	No	Object-centric Auto-encoders and Dummy Anomalies...	2018-12-11	Code