ML Research Wiki / Benchmarks / Anomaly Detection / UBnormal

UBnormal

Anomaly Detection Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: AUC

Top Performing Models

Rank	Model	Paper	AUC	Date	Code
1	BiPOCO	BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection	50.70	2022-07-05	📦 akanuasiegbu/bipoco
2	SSMTL++v1	SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection	25.63	2022-07-16	-
3	Background-Agnostic Framework	A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video	25.43	2020-08-27	📦 m-3lab/awesome-visual-sensory-anomaly-detection 📦 lilygeorgescu/AED
4	TimeSformer 📚	Is Space-Time Attention All You Need for Video Understanding?	0.04	2021-02-09	📦 open-mmlab/mmaction2 📦 towhee-io/towhee 📦 facebookresearch/TimeSformer
5	MIL	Real-world Anomaly Detection in Surveillance Videos	0.00	2018-01-12	📦 WaqasSultani/AnomalyDetectionCVPR2018 📦 ekosman/AnomalyDetectionCVPR2018-Pytorch 📦 seominseok0429/Real-world-Anomaly-Detection-in-Surveillance-Videos-pytorch
6	STG-NF - Supervised 📚	Normalizing Flows for Human Pose Anomaly Detection	0.00	2022-11-20	📦 orhir/stg-nf
7	MULDE-frame-centric-micro-one-class-classification	MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection	0.00	2024-03-21	📦 jakubmicorek/MULDE-Multiscale-Log-Density-Estimation-via-Denoising-Score-Matching-for-Video-Anomaly-Detection
8	AnomalyRuler	Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models	0.00	2024-07-14	📦 Yuchen413/AnomalyRuler
9	STG-NF - Unsupervised	Normalizing Flows for Human Pose Anomaly Detection	0.00	2022-11-20	📦 orhir/stg-nf
10	MoCoDAD	Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection	0.00	2023-07-14	📦 aleflabo/MoCoDAD

All Papers (13)

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

2022

BiPOCO

akanuasiegbu/bipoco

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

2022

SSMTL++v1

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

Is Space-Time Attention All You Need for Video Understanding?

2021

TimeSformer

open-mmlab/mmaction2 towhee-io/towhee

Real-world Anomaly Detection in Surveillance Videos

2018

MIL

WaqasSultani/AnomalyDetectionCVPR2018 ekosman/AnomalyDetectionCVPR2018-Pytorch

Normalizing Flows for Human Pose Anomaly Detection

2022

STG-NF - Supervised

orhir/stg-nf

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

2024

MULDE-frame-centric-micro-one-class-classification

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

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

2024

AnomalyRuler

Yuchen413/AnomalyRuler

Normalizing Flows for Human Pose Anomaly Detection

2022

STG-NF - Unsupervised

orhir/stg-nf

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-hyperbolic

aleflabo/COSKAD

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-radial

aleflabo/COSKAD

UBnormal

Performance Over Time

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Top Performing Models

All Papers (13)

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

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

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

Is Space-Time Attention All You Need for Video Understanding?

Real-world Anomaly Detection in Surveillance Videos

Normalizing Flows for Human Pose Anomaly Detection

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

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

Normalizing Flows for Human Pose Anomaly Detection

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

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection

Model	Paper	AUC	Date
BiPOCO	BiPOCO: Bi-Directional Trajectory Prediction with…	50.70	2022-07-05
SSMTL++v1	SSMTL++: Revisiting Self-Supervised Multi-Task Le…	25.63	2022-07-16
Background-Agnostic Framework	A Background-Agnostic Framework with Adversarial …	25.43	2020-08-27
TimeSformer	Is Space-Time Attention All You Need for Video Un…	0.04	2021-02-09
MIL	Real-world Anomaly Detection in Surveillance Vide…	0.00	2018-01-12
STG-NF - Supervised	Normalizing Flows for Human Pose Anomaly Detection		2022-11-20
MULDE-frame-centric-micro-one-class-classification	MULDE: Multiscale Log-Density Estimation via Deno…		2024-03-21
AnomalyRuler	Follow the Rules: Reasoning for Video Anomaly Det…		2024-07-14
STG-NF - Unsupervised	Normalizing Flows for Human Pose Anomaly Detection		2022-11-20
MoCoDAD	Multimodal Motion Conditioned Diffusion Model for…		2023-07-14
COSKAD-hyperbolic	Contracting Skeletal Kinematics for Human-Related…		2023-01-23
COSKAD-euclidean	Contracting Skeletal Kinematics for Human-Related…		2023-01-23
COSKAD-radial	Contracting Skeletal Kinematics for Human-Related…		2023-01-23