ML Research Wiki / Benchmarks / Anomaly Detection / ShanghaiTech

ShanghaiTech

Anomaly Detection Benchmark

Performance Over Time

📊 Showing 28 results | 📏 Metric: AUC

Top Performing Models

Rank	Model	Paper	AUC	Date	Code
1	MoPRL	Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection	83.35	2021-12-07	📦 Yui010206/MoPRL
2	EVAL	EVAL: Explainable Video Anomaly Localization	59.21	2022-12-15	-
3	STPT	Spatio-temporal predictive tasks for abnormal event detection in videos	51.60	2022-10-27	-
4	SSMTL+++SSMCTB 📚	Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection	47.73	2022-09-25	📦 ristea/ssmctb
5	SSMTL+UBnormal 📚	UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection	47.15	2021-11-16	📦 lilygeorgescu/ubnormal
6	SSMTL++v2 📚	SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection	47.10	2022-07-16	-
7	HF2VAD+SSPCAB	Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection	45.45	2021-11-17	📦 openvinotoolkit/anomalib 📦 ristea/sspcab 📦 wasve/DRAEM-SSPCAB 📦 2023-MindSpore-1/ms-code-26
8	PGM	Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified	45.40	2024-07-08	📦 milestonesys-research/vad-with-pgms
9	SSMTL++v1 📚	SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection	43.20	2022-07-16	-
10	DAC(STG-NF + Jigsaw)	Divide and Conquer in Video Anomaly Detection: A Comprehensive Review and New Approach	0.00	2023-09-26	📦 XiaoJian923/Divide-and-Conquer

All Papers (28)

Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection

2021

MoPRL

Yui010206/MoPRL

EVAL: Explainable Video Anomaly Localization

2022

EVAL

Spatio-temporal predictive tasks for abnormal event detection in videos

2022

STPT

Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection

2022

SSMTL+++SSMCTB

ristea/ssmctb

UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection

2021

SSMTL+UBnormal

lilygeorgescu/ubnormal

SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection

2022

SSMTL++v2

Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection

2021

HF2VAD+SSPCAB

openvinotoolkit/anomalib ristea/sspcab

Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified

2024

PGM

milestonesys-research/vad-with-pgms

SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection

2022

SSMTL++v1

Divide and Conquer in Video Anomaly Detection: A Comprehensive Review and New Approach

2023

DAC(STG-NF + Jigsaw)

XiaoJian923/Divide-and-Conquer

MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection

2024

MULDE-object-centric-micro

jakubmicorek/MULDE-Multiscale-Log-Density-Estimation-via-Denoising-Score-Matching-for-Video-Anomaly-Detection

An Attribute-based Method for Video Anomaly Detection

2022

AI-VAD

openvinotoolkit/anomalib talreiss/Mean-Shifted-Anomaly-Detection

Normalizing Flows for Human Pose Anomaly Detection

2022

STG-NF

orhir/stg-nf

Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models

2024

AnomalyRuler

Yuchen413/AnomalyRuler

VideoPatchCore: An Effective Method to Memorize Normality for Video Anomaly Detection

2024

VideoPatchCore

SkiddieAhn/Paper-VideoPatchCore

Video Anomaly Detection by Solving Decoupled Spatio-Temporal Jigsaw Puzzles

2022

Jigsaw-VAD

gdwang08/jigsaw-vad

Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection

2022

two-stream

zugexiaodui/twostreamuvad

Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection

2021

Background- Agnostic Framework+SSPCAB

openvinotoolkit/anomalib ristea/sspcab

A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video

2020

Background-Agnostic Framework

m-3lab/awesome-visual-sensory-anomaly-detection lilygeorgescu/AED

Anomaly Detection in Video via Self-Supervised and Multi-Task Learning

2020

SSMTL

lilygeorgescu/AED-SSMTL

MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection

2024

MULDE-frame-centric-micro

jakubmicorek/MULDE-Multiscale-Log-Density-Estimation-via-Denoising-Score-Matching-for-Video-Anomaly-Detection

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

2024

TSGAD

tecsar-uncc/tsgad

Diversity-Measurable Anomaly Detection

2023

DMAD

FlappyPeggy/DMAD

Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video

2018

Object-centric AE

fjchange/object_centric_VAD

STAN: Spatio-Temporal Adversarial Networks for Abnormal Event Detection

2018

STAN

Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection

2019

Multi-timescale Prediction

Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos

2019

MPED-RNN

RomeroBarata/skeleton_based_anomaly_detection

Any-Shot Sequential Anomaly Detection in Surveillance Videos

2020

Any-Shot Sequential

ShanghaiTech

Performance Over Time

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Top Performing Models

All Papers (28)

Regularity Learning via Explicit Distribution Modeling for Skeletal Video Anomaly Detection

EVAL: Explainable Video Anomaly Localization

Spatio-temporal predictive tasks for abnormal event detection in videos

Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection

UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection

SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection

Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection

Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified

SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection

Divide and Conquer in Video Anomaly Detection: A Comprehensive Review and New Approach

MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection

An Attribute-based Method for Video Anomaly Detection

Normalizing Flows for Human Pose Anomaly Detection

Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models

VideoPatchCore: An Effective Method to Memorize Normality for Video Anomaly Detection

Video Anomaly Detection by Solving Decoupled Spatio-Temporal Jigsaw Puzzles

Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection

Self-Supervised Predictive Convolutional Attentive Block for Anomaly Detection

A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video

Anomaly Detection in Video via Self-Supervised and Multi-Task Learning

MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection

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

Diversity-Measurable Anomaly Detection

Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video

STAN: Spatio-Temporal Adversarial Networks for Abnormal Event Detection

Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection

Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos

Any-Shot Sequential Anomaly Detection in Surveillance Videos

Model	Paper	AUC	Date
MoPRL	Regularity Learning via Explicit Distribution Mod…	83.35	2021-12-07
EVAL	EVAL: Explainable Video Anomaly Localization	59.21	2022-12-15
STPT	Spatio-temporal predictive tasks for abnormal eve…	51.60	2022-10-27
SSMTL+++SSMCTB	Self-Supervised Masked Convolutional Transformer …	47.73	2022-09-25
SSMTL+UBnormal	UBnormal: New Benchmark for Supervised Open-Set V…	47.15	2021-11-16
SSMTL++v2	SSMTL++: Revisiting Self-Supervised Multi-Task Le…	47.10	2022-07-16
HF2VAD+SSPCAB	Self-Supervised Predictive Convolutional Attentiv…	45.45	2021-11-17
PGM	Bounding Boxes and Probabilistic Graphical Models…	45.40	2024-07-08
SSMTL++v1	SSMTL++: Revisiting Self-Supervised Multi-Task Le…	43.20	2022-07-16
DAC(STG-NF + Jigsaw)	Divide and Conquer in Video Anomaly Detection: A …		2023-09-26
MULDE-object-centric-micro	MULDE: Multiscale Log-Density Estimation via Deno…		2024-03-21
AI-VAD	An Attribute-based Method for Video Anomaly Detec…		2022-12-01
STG-NF	Normalizing Flows for Human Pose Anomaly Detection		2022-11-20
AnomalyRuler	Follow the Rules: Reasoning for Video Anomaly Det…		2024-07-14
VideoPatchCore	VideoPatchCore: An Effective Method to Memorize N…		2024-09-24
Jigsaw-VAD	Video Anomaly Detection by Solving Decoupled Spat…		2022-07-20
two-stream	Context Recovery and Knowledge Retrieval: A Novel…		2022-09-07
Background- Agnostic Framework+SSPCAB	Self-Supervised Predictive Convolutional Attentiv…		2021-11-17
Background-Agnostic Framework	A Background-Agnostic Framework with Adversarial …		2020-08-27
SSMTL	Anomaly Detection in Video via Self-Supervised an…		2020-11-15
MULDE-frame-centric-micro	MULDE: Multiscale Log-Density Estimation via Deno…		2024-03-21
TSGAD	An Exploratory Study on Human-Centric Video Anoma…		2024-04-29
DMAD	Diversity-Measurable Anomaly Detection		2023-03-09
Object-centric AE	Object-centric Auto-encoders and Dummy Anomalies …		2018-12-11
STAN	STAN: Spatio-Temporal Adversarial Networks for Ab…		2018-04-23
Multi-timescale Prediction	Multi-timescale Trajectory Prediction for Abnorma…		2019-08-12
MPED-RNN	Learning Regularity in Skeleton Trajectories for …		2019-03-08
Any-Shot Sequential	Any-Shot Sequential Anomaly Detection in Surveill…		2020-04-05