ECG Heartbeat Classification on MIT-BIH
99.54AccuracyMambaCapsule
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MambaCapsule2024.07 | 99.54 | 99.86 | 98.98 | 95.07 | 72.12 | 95.7 | 99.92 | 98.2 | 97.8 | 99.84 | 75.31 | 91.73 | 99.95 | 99.56 | 99.56 | 99.97 | |
| El-Ghaish and Eldele2024.07 | 99.35 | 99.46 | 99.36 | — | 86.91 | 91.67 | — | 97.65 | 95.74 | — | 82.68 | 91.3 | — | 99.06 | 99.3 | — | |
| Hammad et al.2024.07 | 98 | 98.4 | 99.4 | 95.3 | 90 | 79.1 | 99.2 | 95.1 | 91.8 | 99.3 | 88.8 | 91.1 | 99.7 | 33.3 | 25 | 99.9 | |
| Xia et al.2024.07 | 97.66 | 97.35 | 96.47 | 71.09 | 70.26 | 82.9 | 99.44 | 73.92 | 71.67 | 96.42 | 13.4 | 30.41 | 99.08 | — | — | 99.98 | |
| Acharya et al.2024.07 | 97.37 | 91.64 | 85.17 | 96.01 | 89.04 | 94.76 | 98.77 | 94.07 | 95.05 | 98.74 | 95.21 | 94.69 | 98.67 | 97.39 | 98.4 | 99.61 | |
| Chen et al.2024.07 | 96.77 | 99.15 | 97.81 | 81.96 | 63.9 | 76.1 | 99.23 | 88.84 | 96.78 | 99.8 | 47.68 | 54.25 | 99.68 | — | — | — | |
| Wang et al.2024.07 | 96.72 | 95.05 | 98.35 | 87.07 | 90.25 | 43.5 | 95.5 | 84.13 | 89.52 | 99.32 | 1.29 | 5.32 | 99.82 | — | — | — | |
| Sellami and Hwang2024.07 | 95.33 | 88.51 | 98.8 | 91.3 | 82.04 | 30.44 | 92.8 | 92.05 | 72.13 | 97.54 | 68.3 | 26.58 | 98.52 | 14.29 | 50 | 95.33 | |
| Marinho et al.2024.07 | 94.3 | 99 | — | 57.6 | 2.7 | — | 99.8 | 87.8 | — | 99.4 | 49.5 | — | 99.6 | — | — | 94.3 | |
| Shi et al.2024.07 | 92.07 | 92.13 | 99.45 | 95.64 | 91.67 | 46.22 | 95.51 | 95.12 | 88.09 | 99.04 | 61.6 | 15.16 | 97.12 | — | — | — | |
| Li et al.2024.07 | 91.44 | 91.81 | 98.92 | 91.65 | 95.15 | 90.11 | 93.62 | 89.05 | 35.41 | 99.21 | 32.22 | 20.36 | 98.93 | — | — | 91.44 | |
| Dias et al.2024.07 | 90.29 | 79.64 | 99.51 | 98.09 | 91.32 | 40.34 | 94.81 | 87.26 | 93.15 | 99.55 | 81.14 | 4.5 | 86.24 | — | — | — |