Five-class sleep staging on APPLES unseen cohort (test)
80.1Accuracysleep2vec
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| sleep2vecPSG Channel Set=FULL CHANNELS, Model Category=Foundation Model, Fine-tuning protocol=fine-tuned on WSC2026.02 | 80.1 | 0.71 | 66.3 | 66.5 | 94.1 | 89.1 | 33 | 85.3 | 38.9 | 85.2 | |
| SleepFMPSG Channel Set=FULL CHANNELS, Model Category=Foundation Model, Fine-tuning protocol=fine-tuned on WSC2026.02 | 78.7 | 0.68 | 63.5 | 62.1 | 93.4 | 86 | 30.7 | 85.4 | 32.3 | 83.1 | |
| sleep2vecPSG Channel Set=FULL CHANNELS2026.02 | 78.4 | 0.69 | 65.2 | 72 | 93.8 | 89.6 | 27.3 | 81.8 | 39 | 88.2 | |
| sleep2vec (InfoNCE)PSG Channel Set=FULL CHANNELS, Model Category=Foundation Model, Fine-tuning protocol=fine-tuned on WSC2026.02 | 77.5 | 0.68 | 64.8 | 70.5 | 93.7 | 87.5 | 30.8 | 82.4 | 37.5 | 86 | |
| sleep2vec (InfoNCE)PSG Channel Set=FULL CHANNELS2026.02 | 76.8 | 0.67 | 63.5 | 73.3 | 93.4 | 90.5 | 24 | 79.5 | 35.5 | 88.1 | |
| sleep2vecPSG Channel Set=IBI & RESP, Model Category=Foundation Model, Fine-tuning protocol=fine-tuned on WSC2026.02 | 76.4 | 0.64 | 57.7 | 57.7 | 92.7 | 85.7 | 19.2 | 81.8 | 19.5 | 82.5 | |
| sleep2vec (InfoNCE)PSG Channel Set=IBI & RESP, Model Category=Foundation Model, Fine-tuning protocol=fine-tuned on WSC2026.02 | 76.1 | 0.64 | 55.9 | 55.5 | 92.4 | 85.4 | 16.8 | 81.5 | 14.4 | 81.5 | |
| SleepFMPSG Channel Set=IBI & RESP, Model Category=Foundation Model, Fine-tuning protocol=fine-tuned on WSC2026.02 | 74.4 | 0.61 | 56.3 | 56.5 | 91.9 | 81.8 | 17 | 81.1 | 20.2 | 81.3 | |
| SleepFounderPSG Channel Set=IBI & RESP, Model Category=Foundation Model, Fine-tuning protocol=fine-tuned on WSC2026.02 | 74 | 0.61 | 59.4 | 64 | 92.1 | 84.7 | 17.9 | 79.2 | 31.7 | 83.5 | |
| sleep2vecPSG Channel Set=IBI & RESP2026.02 | 73.2 | 0.61 | 57.8 | 66.2 | 92.1 | 86.5 | 10.2 | 76.5 | 31.5 | 84.2 | |
| sleep2vec (InfoNCE)PSG Channel Set=IBI & RESP2026.02 | 71.5 | 0.59 | 56.5 | 66.7 | 91.7 | 86.8 | 7.9 | 74.1 | 29.5 | 84.1 | |
| SleepFMPSG Channel Set=FULL CHANNELS2026.02 | 71.4 | 0.59 | 60 | 58.9 | 91.6 | 85.5 | 24.5 | 75.8 | 32 | 81.5 | |
| Sun et al.PSG Channel Set=IBI & RESP, Model Category=Specialized (non-FM), Fine-tuning protocol=fine-tuned on WSC2026.02 | 69.9 | 0.54 | 51.6 | 53.3 | 90.4 | 78.6 | 8.9 | 76.2 | 17.1 | 77.2 | |
| SleepFMPSG Channel Set=IBI & RESP2026.02 | 69.1 | 0.55 | 54.3 | 65.2 | 91 | 82.2 | 4.6 | 73.5 | 28.1 | 82.8 | |
| SleepFounderPSG Channel Set=IBI & RESP2026.02 | 68.8 | 0.55 | 55.6 | 67.3 | 91 | 85.5 | 8.8 | 71.9 | 27.2 | 84.6 | |
| Goldammer et al.PSG Channel Set=IBI & RESP, Model Category=Specialized (non-FM), Fine-tuning protocol=fine-tuned on WSC2026.02 | 68.6 | 0.52 | 48.6 | 50.3 | 90.2 | 74.3 | 8.1 | 76.7 | 14.6 | 69.5 | |
| Goldammer et al.PSG Channel Set=IBI & RESP2026.02 | 67.7 | 0.53 | 53.1 | 61.2 | 90.4 | 79.9 | 7.5 | 72.6 | 25.8 | 79.5 | |
| Sun et al.PSG Channel Set=IBI & RESP2026.02 | 63.6 | 0.46 | 48.8 | 56.4 | 89 | 78.6 | 1.7 | 68.5 | 20.2 | 75.2 |