# EEG Denoising on EEGDenoiseNet EOG Source: [EEG Denoising on EEGDenoiseNet EOG]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:03:44.465Z Evaluation of EEG signal denoising performance using the EEGDenoiseNet EOG dataset, measured by Correlation Coefficient (CC), Time-domain Root Mean Square Error (T-RRMSE), and Signal Root Mean Square Error (S-RRMSE). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | EEG Denoising | | Dataset (including any stated split) | EEGDenoiseNet EOG | | Metric | Correlation Coefficient (CC) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Correlation Coefficient (CC)](): Higher is better; unit: SCALAR. - [Time-domain RMSE (T-RRMSE)](): Lower is better; unit: SCALAR. - [Signal RMSE (S-RRMSE)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Correlation Coefficient (CC) | Result date | Report paper | | --- | --- | --- | --- | | CT-DCENet (published) | 0.947 | Not recorded | 6a279e2490966ade919bf7a7 | | EEGDN CNN (published) | 0.923 | Not recorded | 6a279e2490966ade919bf7a7 | | base16 | 0.915 | Not recorded | 6a279e2490966ade919bf7a7 | | EEGDN CNN (controlled) | 0.915 | Not recorded | 6a279e2490966ade919bf7a7 | | base12 | 0.912 | Not recorded | 6a279e2490966ade919bf7a7 | | base10 | 0.91 | Not recorded | 6a279e2490966ade919bf7a7 | | MicroWaveNet (published) | 0.91 | Not recorded | 6a279e2490966ade919bf7a7 | | base8 | 0.907 | Not recorded | 6a279e2490966ade919bf7a7 | | base6 | 0.904 | Not recorded | 6a279e2490966ade919bf7a7 | | EEGDN RNN (published) | 0.9 | Not recorded | 6a279e2490966ade919bf7a7 | | base4 | 0.898 | Not recorded | 6a279e2490966ade919bf7a7 | | base2 | 0.871 | Not recorded | 6a279e2490966ade919bf7a7 | | MicroWaveNet (controlled) | 0.868 | Not recorded | 6a279e2490966ade919bf7a7 | | DeepSeparator (published) | 0.769 | Not recorded | 6a279e2490966ade919bf7a7 | ### CT-DCENet (published) Correlation Coefficient (CC): 0.947. Result ID: 6a27d6d9fbc373592c24c3e4. [Reporting paper]() Recorded evaluation configuration: {"Params":"38.10M","Source":"literature"}. This record does not assert independent reproduction. ### EEGDN CNN (published) Correlation Coefficient (CC): 0.923. Result ID: 6a27d6d9fbc373592c24c3e2. [Reporting paper]() Recorded evaluation configuration: {"Params":"8.40M","Source":"literature"}. This record does not assert independent reproduction. ### base16 Correlation Coefficient (CC): 0.915. Result ID: 6a27d6d9fbc373592c24c3df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"40.26K","Source":"controlled"}. This record does not assert independent reproduction. ### EEGDN CNN (controlled) Correlation Coefficient (CC): 0.915. Result ID: 6a27d6d9fbc373592c24c3e0. [Reporting paper]() Recorded evaluation configuration: {"Params":"8.46M","Source":"controlled"}. This record does not assert independent reproduction. ### base12 Correlation Coefficient (CC): 0.912. Result ID: 6a27d6d9fbc373592c24c3de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"23.34K","Source":"controlled"}. This record does not assert independent reproduction. ### base10 Correlation Coefficient (CC): 0.91. Result ID: 6a27d6d9fbc373592c24c3dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"16.59K","Source":"controlled"}. This record does not assert independent reproduction. ### MicroWaveNet (published) Correlation Coefficient (CC): 0.91. Result ID: 6a27d6d9fbc373592c24c3e6. [Reporting paper]() Recorded evaluation configuration: {"Params":"60.00K","Source":"literature"}. This record does not assert independent reproduction. ### base8 Correlation Coefficient (CC): 0.907. Result ID: 6a27d6d9fbc373592c24c3dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"10.99K","Source":"controlled"}. This record does not assert independent reproduction. ### base6 Correlation Coefficient (CC): 0.904. Result ID: 6a27d6d9fbc373592c24c3db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"6.53K","Source":"controlled"}. This record does not assert independent reproduction. ### EEGDN RNN (published) Correlation Coefficient (CC): 0.9. Result ID: 6a27d6d9fbc373592c24c3e3. [Reporting paper]() Recorded evaluation configuration: {"Params":"787.0K","Source":"literature"}. This record does not assert independent reproduction. ### base4 Correlation Coefficient (CC): 0.898. Result ID: 6a27d6d9fbc373592c24c3da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"3.22K","Source":"controlled"}. This record does not assert independent reproduction. ### base2 Correlation Coefficient (CC): 0.871. Result ID: 6a27d6d9fbc373592c24c3d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"1.05K","Source":"controlled"}. This record does not assert independent reproduction. ### MicroWaveNet (controlled) Correlation Coefficient (CC): 0.868. Result ID: 6a27d6d9fbc373592c24c3e1. [Reporting paper]() Recorded evaluation configuration: {"Params":"53.50K","Source":"controlled"}. This record does not assert independent reproduction. ### DeepSeparator (published) Correlation Coefficient (CC): 0.769. Result ID: 6a27d6d9fbc373592c24c3e5. [Reporting paper]() Recorded evaluation configuration: {"Params":"32.00K","Source":"literature"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.