Anomaly Detection on HR-Avenue

Metric: AUC (higher is better)

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#	Model↕	AUC▼	Augmentations	Paper	Date↕	Code
1	TrajREC	89.4	No	Holistic Representation Learning for Multitask T...	2023-11-03	Code
2	MoCoDAD	89	No	Multimodal Motion Conditioned Diffusion Model fo...	2023-07-14	Code
3	Multi-timescale Prediction	88.33	No	Multi-timescale Trajectory Prediction for Abnorm...	2019-08-12	-
4	COSKAD-euclidean	87.8	No	Contracting Skeletal Kinematics for Human-Relate...	2023-01-23	Code
5	COSKAD-hyperbolic	87.3	No	Contracting Skeletal Kinematics for Human-Relate...	2023-01-23	Code
6	BiPOCO	87	No	BiPOCO: Bi-Directional Trajectory Prediction wit...	2022-07-05	Code
7	MPED-RNN	86.3	No	Learning Regularity in Skeleton Trajectories for...	2019-03-08	Code
8	Pred	86.2	No	Future Frame Prediction for Anomaly Detection --...	2017-12-28	Code
9	Conv-AE	84.8	No	Learning Temporal Regularity in Video Sequences	2016-04-15	Code
10	COSKAD-radial	82.2	No	Contracting Skeletal Kinematics for Human-Relate...	2023-01-23	Code
11	GEPC	58.1	No	Graph Embedded Pose Clustering for Anomaly Detec...	2019-12-26	Code

#1TrajRECSOTA
89.4
AUC· 2023-11-03
Holistic Representation Learning for Multitask Trajectory Anomaly Detection Code
#2MoCoDADSOTA
89
AUC· 2023-07-14
Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection Code
#3Multi-timescale PredictionSOTA
88.33
AUC· 2019-08-12
Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection
#4COSKAD-euclidean
87.8
AUC· 2023-01-23
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection Code
#5COSKAD-hyperbolic
87.3
AUC· 2023-01-23
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection Code
#6BiPOCO
87
AUC· 2022-07-05
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection Code
#7MPED-RNNSOTA
86.3
AUC· 2019-03-08
Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos Code
#8PredSOTA
86.2
AUC· 2017-12-28
Future Frame Prediction for Anomaly Detection -- A New Baseline Code
#9Conv-AESOTA
84.8
AUC· 2016-04-15
Learning Temporal Regularity in Video Sequences Code
#10COSKAD-radial
82.2
AUC· 2023-01-23
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection Code
#11GEPC
58.1
AUC· 2019-12-26
Graph Embedded Pose Clustering for Anomaly Detection Code