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ResearchFormerly WizWand

Time Series Anomaly Detection on UCR (test)

53.35F1eKAN-AD
15.504425.329735.15544.9803Nov 1, 2024
Updated 5mo ago

Evaluation results

MethodLinks
KAN-ADGPU Time=42s, CPU Time=36s, Parameters=2742024.1153.35
SANDCPU Time=5637s2024.1151.08
SubLOFCPU Time=299s2024.1147.72
KANGPU Time=66s, CPU Time=34s, Parameters=1,3602024.1141.2
FCVAEGPU Time=2327s, CPU Time=1743s, Parameters=1.414 M2024.1138.12
LSTMADGPU Time=73s, CPU Time=267s, Parameters=10,4212024.1134.82
OFAGPU Time=220s, CPU Time=3087s, Parameters=81.920 M2024.1131.76
FITSGPU Time=32s, CPU Time=17s, Parameters=6242024.1129.26
TranADGPU Time=113s, CPU Time=62s, Parameters=3692024.1118.4
TimesNetGPU Time=182s, CPU Time=259s, Parameters=73,4492024.1118.05
AnoTransGPU Time=201s, CPU Time=1152s, Parameters=4.752 M2024.1116.96