Medical Time Series Classification on APAVA (subject-independent)
84.48AccuracyMedMamba
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MedMambaSetting=Subject-independent2026.05 | 84.48 | 86.79 | 81.87 | 83.03 | 86.3 | 87.07 | |
| MedGNNSetting=Subject-independent2026.05 | 82.6 | 87.7 | 78.93 | 80.25 | 85.93 | 87.33 | |
| KEMedSetting=Subject-independent2026.05 | 78.74 | 83.17 | 72.15 | 72.58 | 88.54 | 88.68 | |
| MedFormerSetting=Subject-independent2026.05 | 78.74 | 81.11 | 75.4 | 76.31 | 83.2 | 83.66 | |
| GPT4TSSetting=Subject-independent2026.05 | 77.78 | 79.36 | 75.36 | 76 | 85.55 | 85.62 | |
| iTransformerSetting=Subject-independent2026.05 | 74.55 | 74.77 | 71.76 | 72.3 | 85.59 | 84.39 | |
| TodyNetSetting=Subject-independent2026.05 | 73.05 | 75.26 | 71.06 | 71.05 | 77.52 | 78.44 | |
| MTSTSetting=Subject-independent2026.05 | 71.14 | 79.3 | 65.27 | 64.01 | 68.87 | 71.06 | |
| PatchTSTSetting=Subject-independent2026.05 | 67.38 | 78.31 | 60.41 | 56.81 | 65.2 | 67.61 | |
| FourierGNNSetting=Subject-independent2026.05 | 57.25 | 55.03 | 54.55 | 54.27 | 56.43 | 55.21 |