Classification on PPG Classification Benchmark Suite
99.94Stress AccuracySIGMA-PPG
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SIGMA-PPGParameters=30M, Protocol=Full Fine-Tuning2026.01 | 99.94 | 86.2 | 76.19 | 99.07 | 83.65 | 99.89 | 90.82 | |
| GPT-PPGParameters=19M, Protocol=Full Fine-Tuning2026.01 | 98.99 | 85.16 | 74.96 | 95.87 | 84.64 | 99.77 | 89.9 | |
| Pulse-PPGParameters=28M, Protocol=Full Fine-Tuning2026.01 | 98.52 | 76.3 | 82.58 | 97.34 | 82.46 | 98.96 | 89.36 | |
| AnyPPGParameters=5M, Protocol=Full Fine-Tuning2026.01 | 98.15 | 84.07 | 50.85 | 95.23 | 85.57 | 98.95 | 85.47 | |
| Pulse-PPGevaluation_mode=Linear Probing, parameters=28M2026.01 | 96.87 | 78.07 | 79.71 | 95.14 | 80.51 | 98.92 | 88.2 | |
| PAPAGEI-SParameters=5M, Protocol=Full Fine-Tuning2026.01 | 96.01 | 71.94 | 51.49 | 89.23 | 85.33 | 99.87 | 82.31 | |
| AnyPPGevaluation_mode=Linear Probing, parameters=5M2026.01 | 95.89 | 82.88 | 44.74 | 73.45 | 76.57 | 97.04 | 79.6 | |
| PAPAGEI-PParameters=5M, Protocol=Full Fine-Tuning2026.01 | 95.68 | 69.45 | 55.93 | 91.62 | 85.76 | 99.6 | 83.01 | |
| SIGMA-PPGParameters=5M, Protocol=Full Fine-Tuning2026.01 | 92.56 | 71.45 | 70.45 | 98.21 | 83.26 | 99.82 | 85.96 | |
| SIGMA-PPGevaluation_mode=Linear Probing, parameters=30M2026.01 | 90.83 | 77.02 | 76.55 | 96.01 | 81.14 | 89.06 | 85.1 | |
| SIGMA-PPGevaluation_mode=Linear Probing, parameters=5M2026.01 | 82.04 | 68.22 | 64.78 | 94.84 | 76.37 | 88.94 | 79.2 | |
| PAPAGEI-Pevaluation_mode=Linear Probing, parameters=5M2026.01 | 78.8 | 50.59 | 52.53 | 65.04 | 71.63 | 87.31 | 67.65 | |
| GPT-PPGevaluation_mode=Linear Probing, parameters=19M2026.01 | 77.67 | 61.86 | 64.67 | 94.39 | 75.76 | 83.16 | 76.25 | |
| PAPAGEI-Sevaluation_mode=Linear Probing, parameters=5M2026.01 | 39.74 | 76.84 | 72.01 | 64.46 | 70.43 | 75.23 | 66.45 |