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Time Series Anomaly Detection

Identifying unusual patterns or outliers in time series data that deviate from expected behavior.

Leaderboard

12 models total

Benchmarks

UCR Anomaly Archive
TimeVQVAE-AD
MSL
SMD
YelpChi
BOLT-GRAPH
SWaT
SMAP
PSM
Amazon-Fraud
NIPS-TS-SWAN
NIPS-TS-WATER
CIC-IDS-2017
OC-SVM / RF
UCR-1
NIPS-TS-CREDITCARD
NIST Report of Test FR 4016
rTPNN
UCR-2
WADI
synthetic
GECCO
Kaggle-Credit Card Fraud Dataset
DevNet
SMD_2-1
UNSW-NB15
Edge-Detect-FRNN
NF-UNSW-NB15-v3
Yahoo A1
CARLA
Ozone
PoseR
WSD
Satellite
SIDD-Image
Segmented-FL
SMD_1-7
SMD_1-8
SMD_2-4
SMD_3-2
SMD_3-7
SWAN
TODS
HIT
A2
A3
A4
A5
A6
A7
A8
A9
ASD
CCR
FDCompCN
SplitGNN
FishLarvae1
Heavy-haul Railway Tracks
NIPS-TS-GECCO
kdd
DNN-3
KDD21
KPI
KW51
Meerkat
MSL_P-14
MSL_P-15
NB15-Backdoor
DevNet
NF-CSE-CIC-IDS2018-v2
NF-CSE-CIC-IDS2018-v3
NF-UNSW-NB15-v2
A1