ECG Denoising on Canine ECG signals LinearWander noise corruption
2.62MeanAutoencoder
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Autoencoder2026.05 | 2.62 | 2.26 | 0.3 | 1.1 | 1.9 | 3.6 | 17 | |
| vg2026.05 | 2.82 | 2.82 | 0.2 | 0.9 | 1.7 | 4 | 18.7 | |
| Butterworth Filter2026.05 | 2.91 | 2.89 | 0.2 | 0.9 | 1.8 | 4 | 19.4 | |
| biosppy2026.05 | 2.97 | 2.99 | 0.3 | 0.9 | 1.7 | 4.4 | 21.4 | |
| Multi-Frequency Butterworth2026.05 | 2.99 | 2.92 | 0.2 | 0.9 | 1.8 | 4.3 | 19.5 | |
| engzeemod20122026.05 | 2.99 | 3.23 | 0.3 | 1 | 1.4 | 3.4 | 19.5 | |
| neurokit2026.05 | 3.28 | 2.87 | 0.3 | 1.4 | 2.2 | 4.5 | 24.3 | |
| hamilton20022026.05 | 3.48 | 2.69 | 0.2 | 1.8 | 2.7 | 4.1 | 20.1 | |
| pantompkins19852026.05 | 3.56 | 2.77 | 0.3 | 1.7 | 2.6 | 4.7 | 20.7 | |
| elgendi20102026.05 | 3.75 | 2.89 | 0.3 | 2.1 | 2.9 | 4.3 | 21.8 | |
| Autoencoder2026.05 | 9,917.3 | 32,886.79 | 100.4 | 731.1 | 2,150.4 | 7,222.7 | 787,130.1 | |
| biosppy2026.05 | 24,837.91 | 87,291.12 | 10.2 | 576.8 | 2,819.9 | 10,597 | 1,622,792.4 | |
| vg2026.05 | 24,937.71 | 88,954.85 | 5.1 | 671.5 | 2,188.5 | 10,089.7 | 1,750,013.4 | |
| neurokit2026.05 | 25,469.66 | 87,205.08 | 22.7 | 759.4 | 3,612 | 12,740.4 | 1,478,642.4 | |
| pantompkins19852026.05 | 25,503.45 | 87,418.26 | 19.8 | 1,060.9 | 2,810.4 | 10,893 | 1,514,134.5 | |
| Butterworth Filter2026.05 | 25,836.81 | 91,318.57 | 6.5 | 731.8 | 2,345.5 | 10,618.9 | 1,658,112.6 | |
| hamilton20022026.05 | 26,046.89 | 89,294.19 | 19.8 | 1,078.2 | 2,886.3 | 11,162.2 | 1,554,455 | |
| Multi-Frequency Butterworth2026.05 | 26,096.33 | 93,038.41 | 5.7 | 695 | 2,289.3 | 10,800.2 | 1,723,393.2 | |
| elgendi20102026.05 | 28,057.22 | 95,852.6 | 23.7 | 1,338.6 | 3,453.6 | 12,416.7 | 1,714,080.1 | |
| engzeemod20122026.05 | 35,150.48 | 68,120.76 | 91 | 553.1 | 1,771.5 | 18,598.6 | 513,433.2 |