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SotA/Methodology/Anomaly Detection

Anomaly Detection

276 benchmarks4856 papers

Anomaly Detection is a binary classification identifying unusual or unexpected patterns in a dataset, which deviate significantly from the majority of the data. The goal of anomaly detection is to identify such anomalies, which could represent errors, fraud, or other types of unusual events, and flag them for further investigation.

[Image source]: GAN-based Anomaly Detection in Imbalance Problems

Benchmarks

Anomaly Detection on MVTec AD

Detection AUROCSegmentation AUROCSegmentation AUPROSegmentation APFPS

Anomaly Detection on VisA

Detection AUROCSegmentation AUPRO (until 30% FPR)Segmentation AUROCSegmentation AUPROF1-Score

Anomaly Detection on MVTec LOCO AD

Avg. Detection AUROCDetection AUROC (only logical)Detection AUROC (only structural)Segmentation AU-sPRO (until FPR 5%)

Anomaly Detection on One-class CIFAR-10

AUROC

Anomaly Detection on ShanghaiTech Weakly Supervised

AUC-ROCFAR-Normal

Anomaly Detection on MVTEC 3D-AD

Detection AUROCSegmentation AUPROSegmentation AUROCDetection AUCROCSegmentation AUCROC

Anomaly Detection on Real 3D-AD

Object AUROCMean Performance of P. and O. Point AUROCPoint AUPR

Anomaly Detection on UCF-Crime

ROC AUCDecidabilityEERAUC

Anomaly Detection on Fishyscapes L&F

APFPR95

Anomaly Detection on XD-Violence

AP

Anomaly Detection on AnoShift

ROC-AUC FARROC-AUC IIDROC-AUC NEARROC-AUC-ID (In-Distribution setup)

Anomaly Detection on BTAD

Segmentation AUROCDetection AUROCSegmentation AUPROSegmentation AP

Anomaly Detection on MPDD

Detection AUROCSegmentation AUROCSegmentation AUPRO

Anomaly Detection on One-class CIFAR-100

AUROC

Anomaly Detection on CUHK Avenue

RBDCTBDCFPSAUC

Anomaly Detection on HR-ShanghaiTech

AUC

Anomaly Detection on UBI-Fights

AUCDecidabilityEER

Anomaly Detection on Unlabeled CIFAR-10 vs CIFAR-100

AUROCNetwork

Anomaly Detection on Fashion-MNIST

ROC AUCAUC-ROCAUC (outlier ratio = 0.5)

Anomaly Detection on GoodsAD

AUROCAUPR

Anomaly Detection on HR-Avenue

AUC

Anomaly Detection on One-class ImageNet-30

AUROC

Anomaly Detection on UBnormal

AUC-ROCRBDCTBDCAUC

Anomaly Detection on UCR Anomaly Archive

AUC ROC Average F1

Anomaly Detection on Vehicle Claims

AUC

Anomaly Detection on Numenta Anomaly Benchmark

NAB score

Anomaly Detection on Road Anomaly

APFPR95

Anomaly Detection on AeBAD-S

Detection AUROCSegmentation AUPRO

Anomaly Detection on Casia V1+

AUCBalanced Accuracy

Anomaly Detection on DSO-1

AUCBalanced Accuracy

Anomaly Detection on SMAP

F1PrecisionRecallAUC

Anomaly Detection on ShanghaiTech

RBDCTBDCAUC

Anomaly Detection on UCSD Peds2

AUC

Anomaly Detection on Anomaly Detection on Unlabeled CIFAR-10 vs LSUN (Fix)

ROC-AUCNetwork

Anomaly Detection on Anomaly-ShapeNet

O-AUROCP-AUROC

Anomaly Detection on COVERAGE

Balanced AccuracyAUC

Anomaly Detection on CocoGlide

Balanced AccuracyAUC

Anomaly Detection on Columbia

AUCBalanced Accuracy

Anomaly Detection on Fishyscapes

APFPR95

Anomaly Detection on HR-UBnormal

AUC

Anomaly Detection on AeBAD-V

Detection AUROC

Anomaly Detection on Anomaly-ShapeNet10

O-AUROCP-AUROC

Anomaly Detection on STL-10

AUC-ROCROC AUC

Anomaly Detection on ASSIRA Cat Vs Dog

AUC-ROCROC AUC

Anomaly Detection on CIFAR-10

AUC-ROCMean AUC

Anomaly Detection on Hyper-Kvasir Dataset

AUC

Anomaly Detection on Leave-One-Class-Out CIFAR-10

AUROC

Anomaly Detection on Leave-One-Class-Out ImageNet-30

AUROC

Anomaly Detection on MNIST

ROC AUCAUC-ROCAUROC

Anomaly Detection on Anomaly Detection on Anomaly Detection on Unlabeled ImageNet-30 vs Flowers-102

ROC-AUCNetwork

Anomaly Detection on Anomaly Detection on Unlabeled ImageNet-30 vs CUB-200

ROC-AUCNetwork

Anomaly Detection on InsPLAD

Detection AUROC

Anomaly Detection on LAG

AUC

Anomaly Detection on CASIA (OSN-transmitted - Facebook)

AUCF-scoreIntersection over Union

Anomaly Detection on CASIA (OSN-transmitted - Wechat)

AUCIntersection over Unionf-Score

Anomaly Detection on CASIA (OSN-transmitted - Weibo)

AUCIntersection over Unionf-Score

Anomaly Detection on CASIA (OSN-transmitted - Whatsapp)

AUCIntersection over Unionf-Score

Anomaly Detection on Cats-and-Dogs

ROC AUC

Anomaly Detection on Columbia (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Anomaly Detection on Columbia (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Anomaly Detection on Columbia (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Anomaly Detection on Columbia (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Anomaly Detection on DIOR

ROC AUC

Anomaly Detection on DSO (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Anomaly Detection on DSO (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Anomaly Detection on DSO (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Anomaly Detection on DSO (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Anomaly Detection on HistoArtifacts

MCCAverage F11:1 AccuracyACCAUROCAvg F1F1Recall/ Sensitivity

Anomaly Detection on Lost and Found

APFPR

Anomaly Detection on MVTEC AD textures

Detection AUROC

Anomaly Detection on NIST (OSN-transmitted - Facebook)

AUCf-ScoreIntersection over Union

Anomaly Detection on NIST (OSN-transmitted - Wechat)

AUCf-ScoreIntersection over Union

Anomaly Detection on NIST (OSN-transmitted - Weibo)

AUCf-ScoreIntersection over Union

Anomaly Detection on NIST (OSN-transmitted - Whatsapp)

AUCf-ScoreIntersection over Union

Anomaly Detection on PHEVA

AUC-ROC

Anomaly Detection on UCSD Ped2

AUCFPS

Anomaly Detection on BANKING77-OOS

AUC 10%

Anomaly Detection on MVTec AD Textures Domain Generalization

Detection AUROC

Anomaly Detection on ODDS

AUROCF1

Anomaly Detection on PHANTOM

Avg. ROC-AUCArchitecture

Anomaly Detection on ShanghaiTech Campus

AUCAUC-ROC

Anomaly Detection on Something-Something V2

Avg. ROC-AUCArchitecture

Anomaly Detection on Surface Defect Saliency of Magnetic Tile

Detection AUROCSegmentation AUROC

Anomaly Detection on UEA time-series datasets

Avg. ROC-AUC

Anomaly Detection on VFP290K

ROC AUCmAP @0.5:0.95

Anomaly Detection on voraus-AD

Avg. Detection AUROC

Anomaly Detection on ITDD

Detection AUROCSegmentation AUROC

Anomaly Detection on KolektorSDD2

Segmentation APSegmentation AUROCAUROCDetection APSegmentation AUPRO

Anomaly Detection on MVTec 3D-AD (RGB)

Detection AUROCSegmentation AUPROSegmentation APSegmentation AUROC

Anomaly Detection on MVTec-AC

Accuracy (% )

Anomaly Detection on MVTecAD

Accuracy (% )

Anomaly Detection on PAD Dataset

Detection AUROCSegmentation AUROC

Anomaly Detection on SMD

RecallprecisionF1F1-scorePrecision

Anomaly Detection on Street Scene

AUCRBDCTBDC

Anomaly Detection on 20NEWS

AUC (outlier ratio = 0.5)

Anomaly Detection on ADNI

AUC

Anomaly Detection on AG News

AUROC

Anomaly Detection on Amazon-Fraud

AUC

Anomaly Detection on BottleCap

AUCROCIOUAUC(image-level)AUC-PRO

Anomaly Detection on CHAD

AUC

Anomaly Detection on COCO-OOC

AUC

Anomaly Detection on Caltech-101

AUC (outlier ratio = 0.5)

Anomaly Detection on Census

AUCAverage Precision

Anomaly Detection on Corridor

AUC

Anomaly Detection on DAGM2007

Detection AUROC

Anomaly Detection on DrivAerNet

0-shot MRR

Anomaly Detection on ECG5000

AUC

Anomaly Detection on Forest CoverType

AUC

Anomaly Detection on KDD Cup 1999

F1-Score

Anomaly Detection on KSDD2

F1-Score

Anomaly Detection on Kaggle-Credit Card Fraud Dataset

AUC

Anomaly Detection on KolektorSDD

Segmentation AUROC

Anomaly Detection on MIT-BIH Arrhythmia Database

F1 score

Anomaly Detection on MNIST-test

F1 score

Anomaly Detection on Musk v1

F1-Score

Anomaly Detection on NB15-Analysis

AUC

Anomaly Detection on NB15-Backdoor

AUC

Anomaly Detection on NB15-DoS

AUC

Anomaly Detection on PRONTO

AUCBest DelayBest F1F1

Anomaly Detection on Ped2

AUC

Anomaly Detection on Reuters-21578

AUC (outlier ratio = 0.5)

Anomaly Detection on SVHN

Mean AUC

Anomaly Detection on Synthetic

AUCBest DelayBest F1F1

Anomaly Detection on TII-SSRC-23

AUC

Anomaly Detection on TIMo

AUROC

Anomaly Detection on Thyroid

AUCAverage PrecisionF1-Score

Anomaly Detection on VADD

ROC AUC

Anomaly Detection on VisA-AC

Accuracy(%)

Anomaly Detection on WFDD

Detection AUROCSegmentation AUPROSegmentation AUROC

Anomaly Detection on Yelp-Fraud

AUC

Anomaly Detection on kdd 99

AUCROC

Anomaly Detection on CHUK Avenue

AUC

Anomaly Detection on IITB Corridor

AUC