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Papers Benchmarks Datasets Tasks

EEG Denoising research benchmarks · SOTA2 Research

EEG Denoising

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CHB-MIT EEG contaminated with EMG (test)

5.95SNR

18

May 11, 2026

CHB-MIT EEG contaminated with WGN (test)

5.78SNR

18

May 11, 2026

EEGDenoiseNet EMG

CT-DCENet (published)

93.3CC

14

Jun 9, 2026

EEGDenoiseNet EOG

CT-DCENet (published)

0.947Correlation Coefficient (CC)

14

Jun 9, 2026

EEG EMG noise, 0 dB Input SNR

5.95SNR

9

May 11, 2026

EEG EMG noise, -5 dB Input SNR

6.05SNR

9

May 11, 2026

EEG WGN noise, 0 dB Input SNR

5.78SNR

9

May 11, 2026

EEG WGN noise, -5 dB Input SNR

5.05SNR (dB)

9

May 11, 2026

BCI Competition IV-2b (test)

DSConv U-Net (base6)

0.777Correlation Coefficient (CC)

5

Jun 9, 2026

BCI Competition IV-2a (test)

DSConv U-Net (base16)

0.736CC

5

Jun 9, 2026

Popular datasets

EEG BCI Competition CHB-MIT EEG EEGDenoiseNet

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