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

HR-ShanghaiTech

Video Anomaly Detection Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: AUC

Top Performing Models

Rank	Model	Paper	AUC	Date	Code
1	PoseWatch-H	PoseWatch: A Transformer-based Architecture for Human-centric Video Anomaly Detection Using Spatio-temporal Pose Tokenization	87.23	2024-08-27	📦 TeCSAR-UNCC/SPARTA
2	MoPRL	Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection	84.30	2021-12-07	📦 Yui010206/MoPRL
3	TSGAD	An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction	81.77	2024-04-29	📦 tecsar-uncc/tsgad
4	TrajREC	Holistic Representation Learning for Multitask Trajectory Anomaly Detection	77.90	2023-11-03	📦 alexandrosstergiou/TrajREC
5	MoCoDAD	Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection	77.60	2023-07-14	📦 aleflabo/MoCoDAD
6	COSKAD-euclidean	Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection	77.10	2023-01-23	📦 aleflabo/COSKAD
7	Multi-timescale Prediction	Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection	77.00	2019-08-12	-
8	COSKAD-hyperbolic	Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection	75.60	2023-01-23	📦 aleflabo/COSKAD
9	MPED-RNN	Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos	75.40	2019-03-08	📦 RomeroBarata/skeleton_based_anomaly_detection
10	COSKAD-radial	Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection	75.20	2023-01-23	📦 aleflabo/COSKAD

All Papers (14)

PoseWatch: A Transformer-based Architecture for Human-centric Video Anomaly Detection Using Spatio-temporal Pose Tokenization

2024

PoseWatch-H

TeCSAR-UNCC/SPARTA

Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection

2021

MoPRL

Yui010206/MoPRL

An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction

2024

TSGAD

tecsar-uncc/tsgad

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

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

2023

COSKAD-euclidean

aleflabo/COSKAD

Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection

2019

Multi-timescale Prediction

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

2023

COSKAD-hyperbolic

aleflabo/COSKAD

Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos

2019

MPED-RNN

RomeroBarata/skeleton_based_anomaly_detection

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

2023

COSKAD-radial

aleflabo/COSKAD

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

2022

BiPOCO

akanuasiegbu/bipoco

Graph Embedded Pose Clustering for Anomaly Detection

2019

GEPC

amirmk89/gepc

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

HR-ShanghaiTech

Performance Over Time

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Top Performing Models

All Papers (14)

PoseWatch: A Transformer-based Architecture for Human-centric Video Anomaly Detection Using Spatio-temporal Pose Tokenization

Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection

An Exploratory Study on Human-Centric Video Anomaly Detection through Variational Autoencoders and Trajectory Prediction

Holistic Representation Learning for Multitask Trajectory Anomaly Detection

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

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

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

Graph Embedded Pose Clustering for Anomaly Detection

Future Frame Prediction for Anomaly Detection -- A New Baseline

Learning Temporal Regularity in Video Sequences

Model	Paper	AUC	Date
PoseWatch-H	PoseWatch: A Transformer-based Architecture for H…	87.23	2024-08-27
MoPRL	Regularity Learning via Explicit Distribution Mod…	84.30	2021-12-07
TSGAD	An Exploratory Study on Human-Centric Video Anoma…	81.77	2024-04-29
TrajREC	Holistic Representation Learning for Multitask Tr…	77.90	2023-11-03
MoCoDAD	Multimodal Motion Conditioned Diffusion Model for…	77.60	2023-07-14
COSKAD-euclidean	Contracting Skeletal Kinematics for Human-Related…	77.10	2023-01-23
Multi-timescale Prediction	Multi-timescale Trajectory Prediction for Abnorma…	77.00	2019-08-12
COSKAD-hyperbolic	Contracting Skeletal Kinematics for Human-Related…	75.60	2023-01-23
MPED-RNN	Learning Regularity in Skeleton Trajectories for …	75.40	2019-03-08
COSKAD-radial	Contracting Skeletal Kinematics for Human-Related…	75.20	2023-01-23
BiPOCO	BiPOCO: Bi-Directional Trajectory Prediction with…	74.90	2022-07-05
GEPC	Graph Embedded Pose Clustering for Anomaly Detect…	74.80	2019-12-26
Pred	Future Frame Prediction for Anomaly Detection -- …	72.70	2017-12-28
Conv-AE	Learning Temporal Regularity in Video Sequences	69.80	2016-04-15