Infant respiration estimation on AIR-400 1.0 (six-fold subject-wise cross-val)
3.7MAEEfficientPhys
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EfficientPhysOptical Flow=Coarse2Fine, ROI detector=infant body ROI detector2025.12 | 3.7 | 5.94 | 0.58 | |
| AIRFlowNetOptical Flow=Coarse2Fine, ROI detector=infant body ROI detector2025.12 | 3.84 | 6.67 | 0.44 | |
| DeepPhysOptical Flow=DeepFlow, ROI detector=infant body ROI detector2025.12 | 3.88 | 6.45 | 0.51 | |
| EfficientPhysOptical Flow=TV-L1, ROI detector=infant body ROI detector2025.12 | 4.14 | 6.59 | 0.47 | |
| EfficientPhysOptical Flow=Farneback, ROI detector=infant body ROI detector2025.12 | 4.22 | 6.84 | 0.44 | |
| MTTS-CANOptical Flow=PCAFlow, ROI detector=infant body ROI detector2025.12 | 4.23 | 6.85 | 0.5 | |
| AIRFlowNetOptical Flow=PCAFlow, ROI detector=infant body ROI detector2025.12 | 4.25 | 6.95 | 0.47 | |
| DeepPhysOptical Flow=Coarse2Fine, ROI detector=infant body ROI detector2025.12 | 4.26 | 6.82 | 0.45 | |
| AIRFlowNetOptical Flow=DeepFlow, ROI detector=infant body ROI detector2025.12 | 4.41 | 7.56 | 0.39 | |
| DeepPhysOptical Flow=TV-L1, ROI detector=infant body ROI detector2025.12 | 4.48 | 7.11 | 0.39 | |
| EfficientPhysOptical Flow=PCAFlow, ROI detector=infant body ROI detector2025.12 | 4.55 | 7.11 | 0.42 | |
| MTTS-CANOptical Flow=Farneback, ROI detector=infant body ROI detector2025.12 | 4.56 | 7.72 | 0.44 | |
| MTTS-CANOptical Flow=TV-L1, ROI detector=infant body ROI detector2025.12 | 4.91 | 7.97 | 0.42 | |
| AIRFlowNetOptical Flow=Farneback, ROI detector=infant body ROI detector2025.12 | 4.91 | 8 | 0.38 | |
| DeepPhysOptical Flow=Farneback, ROI detector=infant body ROI detector2025.12 | 4.97 | 8.28 | 0.27 | |
| EfficientPhysOptical Flow=DeepFlow, ROI detector=infant body ROI detector2025.12 | 5.01 | 7.54 | 0.34 | |
| AIRFlowNetOptical Flow=TV-L1, ROI detector=infant body ROI detector2025.12 | 5.01 | 8.17 | 0.44 | |
| DeepPhysOptical Flow=PCAFlow, ROI detector=infant body ROI detector2025.12 | 5.04 | 7.69 | 0.41 | |
| MTTS-CANOptical Flow=DeepFlow, ROI detector=infant body ROI detector2025.12 | 5.05 | 8.21 | 0.36 | |
| MTTS-CANOptical Flow=Coarse2Fine, ROI detector=infant body ROI detector2025.12 | 5.16 | 8.3 | 0.28 | |
| DeepPhysOptical Flow=RAFT, ROI detector=infant body ROI detector2025.12 | 6.47 | 8.36 | 0.35 | |
| AIRFlowNetOptical Flow=RAFT, ROI detector=infant body ROI detector2025.12 | 7.52 | 9.85 | 0.26 | |
| EfficientPhysOptical Flow=RAFT, ROI detector=infant body ROI detector2025.12 | 12.77 | 14.57 | 0.1 | |
| MTTS-CANOptical Flow=RAFT, ROI detector=infant body ROI detector2025.12 | 23.07 | 26.23 | -0.17 |