Video Anomaly Detection on HR-ShanghaiTech

Metric: AUC (higher is better)

LeaderboardDataset

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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

#1PoseWatch-HSOTA
87.23
AUC· 2024-08-27
PoseWatch: A Transformer-based Architecture for Human-centric Video Anomaly Detection Using Spatio-temporal Pose Tokenization Code
#2MoPRLSOTA
84.3
AUC· 2021-12-07
Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection Code
#3TSGAD
81.77
AUC· 2024-04-29
An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction Code
#4TrajREC
77.9
AUC· 2023-11-03
Holistic Representation Learning for Multitask Trajectory Anomaly Detection Code
#5MoCoDAD
77.6
AUC· 2023-07-14
Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection Code
#6COSKAD-euclidean
77.1
AUC· 2023-01-23
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection Code
#7Multi-timescale PredictionSOTA
77
AUC· 2019-08-12
Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection
#8COSKAD-hyperbolic
75.6
AUC· 2023-01-23
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection Code
#9MPED-RNNSOTA
75.4
AUC· 2019-03-08
Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos Code
#10COSKAD-radial
75.2
AUC· 2023-01-23
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection Code
#11BiPOCO
74.9
AUC· 2022-07-05
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection Code
#12GEPC
74.8
AUC· 2019-12-26
Graph Embedded Pose Clustering for Anomaly Detection Code
#13PredSOTA
72.7
AUC· 2017-12-28
Future Frame Prediction for Anomaly Detection -- A New Baseline Code
#14Conv-AESOTA
69.8
AUC· 2016-04-15
Learning Temporal Regularity in Video Sequences Code