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Gaussian Noise

Benchmarks

Task NameDataset NameSOTA ResultTrend
Uncertainty EstimationGaussian noise dataset
Uncertainty Interval Length0.05
30
Out-of-distribution detectionGaussian Noise (test)
Detection Acc90.1
23
Sparse Attack DetectionGaussian noise with specific trajectory shift of 1.0 x 10^4 (m=150) (test)
NRMSE1.22
20
Speech RecognitionGaussian noise
WER (σ=0.0)3.7
15
Out-of-Distribution DetectionGaussian Noise (OOD)
AUROC1
5
OOD DetectionGaussian noise Slight level (test)
OOD Performance (UT)51.8
4
OOD DetectionGaussian noise Medium level (test)
OOD Detection Rate (UT)78.4
4
OOD DetectionGaussian noise, Strong level (test)
OOD Score (UT)82.1
4
OOD DetectionGaussian Noise
True Positive Rate100
2
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