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ResearchFormerly WizWand

UCR

Benchmarks

TaskDatasetSOTA resultTrendResults

Time Series Classification

128 UCR datasets

94.61Avg Accuracy

39

Point-level Anomaly Detection

UCR

76.19Affiliation-F1

33

Time Series Classification

UCR First Part (test)

86.67ACSF1 Accuracy

32

Anomaly Detection

UCR

96.94F1 Score

28

Anomaly Detection

UCR

3,112,523Inference Throughput (scores/s)

27

Time Series Anomaly Detection

UCR

0.332VUS-PR

25

Time Series Classification

UCR 30

89.37Mean Accuracy (UCR 30)

21

Time Series Classification

UCR 12

92.29Average AUC-PRC

16

Time Series Classification

UCR 128 datasets

84.05Accuracy

13

Time Series Classification

12 UCR (test)

84.64AUC-PRC

13

Multiclass Time-series Classification

UCR WordSynonyms

91.8Accuracy

12

Binary Time-series Classification

UCR Herring

80Accuracy

12

Binary Time-series Classification

UCR Computers

87.5Accuracy

12

Time Series Classification

UCR 92 datasets

90Mean Accuracy

11

Time-series Classification

UCR 126 (test)

81.9Accuracy

11

Time Series Anomaly Detection

UCR (test)

53.35F1e

11

Anomaly Detection

UCR

0.84Training Time (s/epoch)

11

Time Series Classification

UCR FewShot (test)

84Accuracy

10

Time Series Classification

UCR

81.95Accuracy

10

UCR ProximalPhalanxOutlineCorrect

76.5Accuracy

10

UCR Earthquakes

82.1Accuracy

10

Time Series Classification

UCR 128

13,710.3Median Compression Ratio

9

Out-of-Distribution Detection

UCR Univariate

94.11Near-OOD AUROC

9

Time Series Classification

UCR 112 (train)

2.85Total Training Time (hrs)

9

Time Series Classification

UCR 32 (held-out)

68.6Mean Accuracy

9