Medical Time Series Classification on PTB-XL (subject-independent)
73.87AccuracyMedGNN
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MedGNNSetting=Subject-independent2026.05 | 73.87 | 66.26 | 61.13 | 62.54 | 90.21 | 66.01 | |
| MedMambaSetting=Subject-independent2026.05 | 73.86 | 66.15 | 61.3 | 63.2 | 89.33 | 66.91 | |
| KEMedSetting=Subject-independent2026.05 | 73.77 | 66.3 | 62.17 | 63.09 | 89.86 | 67.24 | |
| TodyNetSetting=Subject-independent2026.05 | 73.41 | 66.22 | 58.96 | 60.84 | 89 | 66.28 | |
| PatchTSTSetting=Subject-independent2026.05 | 73.15 | 65.66 | 60.51 | 62.35 | 89.62 | 67.22 | |
| GPT4TSSetting=Subject-independent2026.05 | 72.92 | 65.15 | 60.19 | 62.12 | 89.64 | 66.61 | |
| MedFormerSetting=Subject-independent2026.05 | 72.87 | 64.14 | 60.6 | 62.02 | 89.66 | 66.39 | |
| MTSTSetting=Subject-independent2026.05 | 72.14 | 63.84 | 60.01 | 61.43 | 88.97 | 65.83 | |
| iTransformerSetting=Subject-independent2026.05 | 69.35 | 59.73 | 54.64 | 56.25 | 86.75 | 60.36 | |
| FourierGNNSetting=Subject-independent2026.05 | 64.38 | 52.23 | 49.22 | 49.99 | 82.46 | 52.81 |