Cessation of Breathing (COBE) Detection on NICU pre-term infant dataset unseen (test)
92TPRHybrid model (PPGirr + IP)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Hybrid model (PPGirr + IP)Signals=PPGirr + IP, Setup=One camera + one physiological signal2026.07 | 92 | 11 | 63 | 75 | 68 | 88.9 | 92.2 | 90.6 | |
| Hybrid model (FD + PPGirr + IP)Signals=FD + PPGirr + IP, Setup=Two cameras + one physiological signal2026.07 | 91 | 12 | 60 | 72 | 65 | 87.7 | 90.5 | 89.1 | |
| Hybrid model (FD + EDR)Signals=FD + EDR, Setup=One camera + one physiological signal2026.07 | 89 | 32 | 36 | 51 | 36 | 67.7 | 88.8 | 78.2 | |
| Hybrid model (PPGirr + EDR)Signals=PPGirr + EDR, Setup=One camera + one physiological signal2026.07 | 85 | 37 | 32 | 47 | 29 | 63.3 | 85.3 | 74.3 | |
| Hybrid model (FD + IP)Signals=FD + IP, Setup=One camera + one physiological signal2026.07 | 81 | 8 | 68 | 74 | 68 | 92.1 | 81 | 86.6 | |
| Hybrid model (FD + PPGirr + PPG)Signals=FD + PPGirr + PPG, Setup=Two cameras + one physiological signal2026.07 | 80 | 29 | 36 | 50 | 34 | 71 | 80.2 | 75.6 | |
| Hybrid model (FD + PPG)Signals=FD + PPG, Setup=One camera + one physiological signal2026.07 | 78 | 41 | 28 | 41 | 22 | 59.1 | 78.5 | 68.8 | |
| Hybrid model (PPGirr + PPG)Signals=PPGirr + PPG, Setup=One camera + one physiological signal2026.07 | 76 | 22 | 42 | 54 | 41 | 78.4 | 75.9 | 77.1 | |
| Hybrid model (FD + PPGirr + IP + PPG + EDR)Signals=FD + PPGirr + IP + PPG + EDR, Setup=Two cameras + three physiological signals2026.07 | 76 | 8 | 66 | 71 | 64 | 92.1 | 75.9 | 84 | |
| Hybrid model (FD + PPGirr + EDR)Signals=FD + PPGirr + EDR, Setup=Two cameras + one physiological signal2026.07 | 72 | 19 | 44 | 55 | 42 | 81 | 72.4 | 76.7 |