ML Research Wiki / Benchmarks / Video Anomaly Detection / HR-Avenue

HR-Avenue

Video Anomaly Detection Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: AUC

Top Performing Models

Rank	Model	Paper	AUC	Date	Code
1	TrajREC	Holistic Representation Learning for Multitask Trajectory Anomaly Detection	89.40	2023-11-03	📦 alexandrosstergiou/TrajREC
2	MoCoDAD	Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection	89.00	2023-07-14	📦 aleflabo/MoCoDAD
3	Multi-timescale Prediction	Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection	88.33	2019-08-12	-
4	COSKAD-euclidean	Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection	87.80	2023-01-23	📦 aleflabo/COSKAD
5	COSKAD-hyperbolic	Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection	87.30	2023-01-23	📦 aleflabo/COSKAD
6	BiPOCO	BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection	87.00	2022-07-05	📦 akanuasiegbu/bipoco
7	MPED-RNN	Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos	86.30	2019-03-08	📦 RomeroBarata/skeleton_based_anomaly_detection
8	Pred	Future Frame Prediction for Anomaly Detection -- A New Baseline	86.20	2017-12-28	📦 stevenliuwen/ano_pred_cvpr2018
9	Conv-AE	Learning Temporal Regularity in Video Sequences	84.80	2016-04-15	📦 tnybny/Frame-level-anomalies-in-videos 📦 alexisbdr/warehouse-anomaly
10	COSKAD-radial	Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection	82.20	2023-01-23	📦 aleflabo/COSKAD

All Papers (11)

Holistic Representation Learning for Multitask Trajectory Anomaly Detection

2023

TrajREC

alexandrosstergiou/TrajREC

Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection

2023

MoCoDAD

aleflabo/MoCoDAD

Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection

2019

Multi-timescale Prediction

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

2023

COSKAD-euclidean

aleflabo/COSKAD

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

2023

COSKAD-hyperbolic

aleflabo/COSKAD

BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection

2022

BiPOCO

akanuasiegbu/bipoco

Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos

2019

MPED-RNN

RomeroBarata/skeleton_based_anomaly_detection

Future Frame Prediction for Anomaly Detection -- A New Baseline

2017

Pred

stevenliuwen/ano_pred_cvpr2018

Learning Temporal Regularity in Video Sequences

2016

Conv-AE

tnybny/Frame-level-anomalies-in-videos alexisbdr/warehouse-anomaly

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

2023

COSKAD-radial

aleflabo/COSKAD

Graph Embedded Pose Clustering for Anomaly Detection

2019

GEPC

amirmk89/gepc

HR-Avenue

Performance Over Time

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Top Performing Models

All Papers (11)

Holistic Representation Learning for Multitask Trajectory Anomaly Detection

Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection

Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection

Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos

Future Frame Prediction for Anomaly Detection -- A New Baseline

Learning Temporal Regularity in Video Sequences

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

Graph Embedded Pose Clustering for Anomaly Detection

Model	Paper	AUC	Date
TrajREC	Holistic Representation Learning for Multitask Tr…	89.40	2023-11-03
MoCoDAD	Multimodal Motion Conditioned Diffusion Model for…	89.00	2023-07-14
Multi-timescale Prediction	Multi-timescale Trajectory Prediction for Abnorma…	88.33	2019-08-12
COSKAD-euclidean	Contracting Skeletal Kinematics for Human-Related…	87.80	2023-01-23
COSKAD-hyperbolic	Contracting Skeletal Kinematics for Human-Related…	87.30	2023-01-23
BiPOCO	BiPOCO: Bi-Directional Trajectory Prediction with…	87.00	2022-07-05
MPED-RNN	Learning Regularity in Skeleton Trajectories for …	86.30	2019-03-08
Pred	Future Frame Prediction for Anomaly Detection -- …	86.20	2017-12-28
Conv-AE	Learning Temporal Regularity in Video Sequences	84.80	2016-04-15
COSKAD-radial	Contracting Skeletal Kinematics for Human-Related…	82.20	2023-01-23
GEPC	Graph Embedded Pose Clustering for Anomaly Detect…	58.10	2019-12-26