COBE detection on Neonatal Apnoea Detection Dataset Independent (test)
88.7Balanced AccuracyConvNeXt
Evaluation results
| Method | Links | |
|---|---|---|
| ConvNeXtInput modality=Multimodal, Input Signal(s)=IP + PPG, Modification=Larger kernels (IP), default model (PPG)2026.06 | 88.7 | |
| ConvNeXtInput modality=Multimodal, Input Signal(s)=IP + ECG + PPG, Modification=Larger kernels (IP), default model (PPG and ECG)2026.06 | 88.2 | |
| ConvNeXtInput modality=Individual, Input Signal(s)=IP, Modification=Larger Kernels2026.06 | 88 | |
| ConvNeXtInput modality=Multimodal, Input Signal(s)=IP + ECG, Modification=Larger kernels (IP), default model (ECG)2026.06 | 86.9 | |
| ConvNeXtInput modality=Multimodal, Input Signal(s)=ECG + PPG, Modification=default2026.06 | 71.2 | |
| ConvNeXtInput modality=Individual, Input Signal(s)=ECGedr, Modification=default2026.06 | 69.7 | |
| ConvNeXtInput modality=Individual, Input Signal(s)=PPGenv, Modification=default2026.06 | 66.4 | |
| ResNetInput modality=Individual, Input Signal(s)=PPGraw, Modification=ResNet-342026.06 | 65.8 | |
| ResNetInput modality=Individual, Input Signal(s)=ECGraw, Modification=ResNet-182026.06 | 65 |