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Anomaly Detection

Anomaly detection is a binary classification task aimed at identifying unusual or unexpected patterns that significantly deviate from the majority of data in a dataset. The goal of this task is to discover these outliers, which may represent errors, fraud, or other types of abnormal events, and mark them for further investigation. Anomaly detection has significant application value in areas such as financial risk control, cybersecurity, and medical diagnosis.

Leaderboard

100 models total

Benchmarks

MVTec AD
GLASS
VisA
ReContrast
MVTec LOCO AD
CSAD
One-class CIFAR-10
CSI
CUHK Avenue
HF2VAD+SSPCAB
ShanghaiTech
SSMTL+UBnormal
UCR Anomaly Archive
Auto-Encoder with Regression (AER)
Fishyscapes L&F
cDNP+OE
MPDD
GLASS
One-class CIFAR-100
GeneralAD
BTAD
MuSc (zero-shot)
UBnormal
TimeSformer
Unlabeled CIFAR-10 vs CIFAR-100
CSI
UCSD Ped2
Background-Agnostic
Fashion-MNIST
One-class ImageNet-30
CSI
Road Anomaly
RbA
Numenta Anomaly Benchmark
HTM AL
AeBAD-S
MSFR
Fishyscapes
RPL+CoroCL
Anomaly Detection on Unlabeled CIFAR-10 vs LSUN (Fix)
AeBAD-V
MMR
Hyper-Kvasir Dataset
Leave-One-Class-Out CIFAR-10
Leave-One-Class-Out ImageNet-30
BCE-CLIP (OE)
MNIST
InsPLAD
AttentDifferNet (SENet-AlexNet)
Anomaly Detection on Anomaly Detection on Unlabeled ImageNet-30 vs Flowers-102
Anomaly Detection on Unlabeled ImageNet-30 vs CUB-200
LAG
CCD
DIOR
Self-Supervised One-class SVM, RBF kernel
MVTEC AD textures
PHEVA
MPED-RNN
Lost and Found
Cats-and-Dogs
Self-Supervised One-class SVM, RBF kernel
Surface Defect Saliency of Magnetic Tile
HETMM
UEA time-series datasets
SINBAD
ODDS
kNN
voraus-AD
MVT-Flow
UCSD Peds2
Corridor
Two-stream
MVTec AD Textures Domain Generalization
FABLE
PAD Dataset
SplatPose
Vehicle Claims
Random Forest
Thyroid
RCALAD
MVTEC 3D-AD
CDO
MVTec-AD
MVTec LOCO
COCO-OOC
kdd 99
PCA via oversampling
SVHN
RCALAD
Kaggle-Credit Card Fraud Dataset
TII-SSRC-23
InstructIAD
UCF-Crime
IITB Corridor
Forest CoverType
STL-10
Shell-based Anomaly (supervised)
CIFAR-10
Census
DevNet
BottleCap
DFC
ASSIRA Cat Vs Dog
Shell-based Anomaly (supervisered)
AG News
DATE
WFDD
GLASS
Street Scene
PGM
NB15-Analysis
SMD
MAAT
ShanghaiTech Campus
TSGAD
KDD Cup 1999
KSDD2
SAA+
Real 3D-AD
Reg 3D-AD
MIT-BIH Arrhythmia Database
MNIST-test
OGNET
PCB-Bank
Musk v1
ADNI
Brainomaly
MVTec 3D-AD (RGB)
NB15-DoS
DIF
NB15-Backdoor