Video Anomaly Detection on HR-ShanghaiTech

Metric: AUC (higher is better)

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Results

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	PoseWatch-H	87.23	No	PoseWatch: A Transformer-based Architecture for ...	2024-08-27	Code
2	MoPRL	84.3	No	Regularity Learning via Explicit Distribution Mo...	2021-12-07	Code
3	TSGAD	81.77	No	An Exploratory Study on Human-Centric Video Anom...	2024-04-29	Code
4	TrajREC	77.9	No	Holistic Representation Learning for Multitask T...	2023-11-03	Code
5	MoCoDAD	77.6	No	Multimodal Motion Conditioned Diffusion Model fo...	2023-07-14	Code
6	COSKAD-euclidean	77.1	No	Contracting Skeletal Kinematics for Human-Relate...	2023-01-23	Code
7	Multi-timescale Prediction	77	No	Multi-timescale Trajectory Prediction for Abnorm...	2019-08-12	-
8	COSKAD-hyperbolic	75.6	No	Contracting Skeletal Kinematics for Human-Relate...	2023-01-23	Code
9	MPED-RNN	75.4	No	Learning Regularity in Skeleton Trajectories for...	2019-03-08	Code
10	COSKAD-radial	75.2	No	Contracting Skeletal Kinematics for Human-Relate...	2023-01-23	Code
11	BiPOCO	74.9	No	BiPOCO: Bi-Directional Trajectory Prediction wit...	2022-07-05	Code
12	GEPC	74.8	No	Graph Embedded Pose Clustering for Anomaly Detec...	2019-12-26	Code
13	Pred	72.7	No	Future Frame Prediction for Anomaly Detection --...	2017-12-28	Code
14	Conv-AE	69.8	No	Learning Temporal Regularity in Video Sequences	2016-04-15	Code