# EEG Denoising on EEGDenoiseNet EMG Source: [EEG Denoising on EEGDenoiseNet EMG]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:03:44.505Z Evaluation of EEG signal denoising performance using the EEGDenoiseNet dataset corrupted by EMG noise, measured using Correlation Coefficient (CC), Time-domain Root Mean Square Error (T-RRMSE), and Spectral 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 EMG | | Metric | CC | | Unit | PERCENT | | 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 - [CC](): Higher is better; unit: PERCENT. - [T-RRMSE](): Lower is better; unit: SCALAR. - [S-RRMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | CC | Result date | Report paper | | --- | --- | --- | --- | | CT-DCENet (published) | 93.3 | Not recorded | 6a279e2490966ade919bf7a7 | | base10 | 84.4 | Not recorded | 6a279e2490966ade919bf7a7 | | base12 | 84.4 | Not recorded | 6a279e2490966ade919bf7a7 | | base8 | 84.3 | Not recorded | 6a279e2490966ade919bf7a7 | | base16 | 84.3 | Not recorded | 6a279e2490966ade919bf7a7 | | base6 | 84 | Not recorded | 6a279e2490966ade919bf7a7 | | base4 | 83.7 | Not recorded | 6a279e2490966ade919bf7a7 | | MicroWaveNet (published) | 83 | Not recorded | 6a279e2490966ade919bf7a7 | | base2 | 82.2 | Not recorded | 6a279e2490966ade919bf7a7 | | EEGDN RNN (published) | 81.6 | Not recorded | 6a279e2490966ade919bf7a7 | | MicroWaveNet (controlled) | 79.9 | Not recorded | 6a279e2490966ade919bf7a7 | | EEGDN CNN (controlled) | 78.9 | Not recorded | 6a279e2490966ade919bf7a7 | | EEGDN CNN (published) | 78.6 | Not recorded | 6a279e2490966ade919bf7a7 | | DeepSeparator (published) | 73.4 | Not recorded | 6a279e2490966ade919bf7a7 | ### CT-DCENet (published) CC: 93.3. Result ID: 6a27d6d9fbc373592c24c3f2. [Reporting paper]() Recorded evaluation configuration: {"Params":"38.10M","Source":"literature"}. This record does not assert independent reproduction. ### base10 CC: 84.4. Result ID: 6a27d6d9fbc373592c24c3eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"16.59K","Source":"controlled"}. This record does not assert independent reproduction. ### base12 CC: 84.4. Result ID: 6a27d6d9fbc373592c24c3ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"23.34K","Source":"controlled"}. This record does not assert independent reproduction. ### base8 CC: 84.3. Result ID: 6a27d6d9fbc373592c24c3ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"10.99K","Source":"controlled"}. This record does not assert independent reproduction. ### base16 CC: 84.3. Result ID: 6a27d6d9fbc373592c24c3ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"40.26K","Source":"controlled"}. This record does not assert independent reproduction. ### base6 CC: 84. Result ID: 6a27d6d9fbc373592c24c3e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"6.53K","Source":"controlled"}. This record does not assert independent reproduction. ### base4 CC: 83.7. Result ID: 6a27d6d9fbc373592c24c3e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"3.22K","Source":"controlled"}. This record does not assert independent reproduction. ### MicroWaveNet (published) CC: 83. Result ID: 6a27d6d9fbc373592c24c3f4. [Reporting paper]() Recorded evaluation configuration: {"Params":"60.00K","Source":"literature"}. This record does not assert independent reproduction. ### base2 CC: 82.2. Result ID: 6a27d6d9fbc373592c24c3e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"1.05K","Source":"controlled"}. This record does not assert independent reproduction. ### EEGDN RNN (published) CC: 81.6. Result ID: 6a27d6d9fbc373592c24c3f1. [Reporting paper]() Recorded evaluation configuration: {"Params":"787.0K","Source":"literature"}. This record does not assert independent reproduction. ### MicroWaveNet (controlled) CC: 79.9. Result ID: 6a27d6d9fbc373592c24c3ef. [Reporting paper]() Recorded evaluation configuration: {"Params":"53.50K","Source":"controlled"}. This record does not assert independent reproduction. ### EEGDN CNN (controlled) CC: 78.9. Result ID: 6a27d6d9fbc373592c24c3ee. [Reporting paper]() Recorded evaluation configuration: {"Params":"33.62M","Source":"controlled"}. This record does not assert independent reproduction. ### EEGDN CNN (published) CC: 78.6. Result ID: 6a27d6d9fbc373592c24c3f0. [Reporting paper]() Recorded evaluation configuration: {"Params":"8.40M","Source":"literature"}. This record does not assert independent reproduction. ### DeepSeparator (published) CC: 73.4. Result ID: 6a27d6d9fbc373592c24c3f3. [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.