HyperAI

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.

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