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Papers Benchmarks Datasets Tasks

Signal Reconstruction research benchmarks · SOTA2 Research

Signal Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Real DSC-MRI dataset

0.45Relative Percentage Error

24

Jun 5, 2026

0Normalized RMSE

18

May 12, 2026

0Normalized RMSE

18

May 12, 2026

X-ray scattering wide-angle

44.69PSNR

17

Jun 9, 2026

Neutron Scattering

29.11PSNR

15

Jun 9, 2026

EEG real 1D datasets (test)

98Mean SSIM

15

Jun 8, 2026

WSN real 1D datasets (test)

88.6Mean SSIM

15

Jun 8, 2026

ECG real 1D datasets (test)

0.991Mean SSIM

15

Jun 8, 2026

X-ray scattering ultra-fast

30.1PSNR

10

Jun 9, 2026

Working memory dataset 2022 (unseen)

0.09Raw Signal MSE

2

May 19, 2026

High Gamma motor dataset 2017 (unseen)

0.084Raw Signal MSE

2

May 19, 2026

Wavelet as Tokenizer

34.45PSNR

1

Jun 4, 2026

Wavelet as Tokenizer

29.98PSNR

1

Jun 4, 2026

Wavelet as Tokenizer

32.6PSNR

1

Jun 4, 2026

Synthetic Signals Heteroscedastic

—

—Primary metric

0

Feb 26, 2026

Synthetic Signals Homoscedastic

—

—Primary metric

0

Feb 26, 2026

Popular datasets

Synthetic Signals X-ray scattering LibriSpeech EEG ECG

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