Sleep Staging on Sleep-EDFx (Target Domain I)
77.3AccuracyFF-TRUST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FF-TRUSTSetting=asym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 77.3 | 72.01 | |
| FF-TRUSTSetting=sym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 77.18 | 71.7 | |
| FedDSHARSetting=asym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 76.96 | 70.84 | |
| ELRSetting=sym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 76.95 | 71.56 | |
| FedDSHARSetting=sym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 76.86 | 71 | |
| FF-TRUSTSetting=asym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 76.79 | 70.96 | |
| DISCSetting=sym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 76.75 | 71.33 | |
| FF-TRUSTSetting=sym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 76.71 | 71.58 | |
| ELRSetting=sym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 76.7 | 71.21 | |
| JALSetting=sym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 76.63 | 70.51 | |
| DISCSetting=asym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 76.44 | 70.81 | |
| SleepDGSetting=asym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 76.14 | 70.75 | |
| SleepDGSetting=BASE, NR=0, Source Domain=II,III,IV,V2026.04 | 76.1 | 70.88 | |
| FedDSHARSetting=asym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 76.08 | 70.11 | |
| SleepDGSetting=sym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 75.99 | 70.68 | |
| DISCSetting=sym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 75.99 | 70.02 | |
| FedDSHARSetting=sym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 75.97 | 69.82 | |
| ELRSetting=asym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 75.83 | 70.18 | |
| SleepDGSetting=sym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 75.59 | 69.73 | |
| ELRSetting=asym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 75.27 | 69.98 | |
| DISCSetting=asym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 75.16 | 69.75 | |
| FF-TRUSTSetting=sym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 75.13 | 68.95 | |
| NPNSetting=asym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 74.86 | 68.69 | |
| JALSetting=asym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 74.86 | 68.69 | |
| JALSetting=asym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 74.59 | 67.54 | |
| SleepDGSetting=asym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 74.32 | 68.75 | |
| DeepSleepNetSetting=BASE, Noise Rate=0, Source Domain=II,III,IV,V2026.04 | 74.1 | 68.69 | |
| FF-TRUSTSetting=sym., Noise Rate=0.2, Source Domain=II,III,IV,V2026.04 | 73.82 | 68.56 | |
| JALSetting=sym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 73.57 | 67.18 | |
| NPNSetting=asym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 73.43 | 67.45 | |
| NPNSetting=sym., NR=0.2, Source Domain=II,III,IV,V2026.04 | 73.41 | 68.06 | |
| NPNSetting=sym., NR=0.4, Source Domain=II,III,IV,V2026.04 | 73.3 | 66.43 | |
| FF-TRUSTSetting=asym., Noise Rate=0.2, Source Domain=II,III,IV,V2026.04 | 73.08 | 68.07 | |
| DeepSleepNetSetting=asym., Noise Rate=0.2, Source Domain=II,III,IV,V2026.04 | 73.07 | 67.14 | |
| DeepSleepNetSetting=sym., Noise Rate=0.2, Source Domain=II,III,IV,V2026.04 | 72.68 | 67.79 | |
| FedDSHARSetting=sym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 72.46 | 65.98 | |
| FF-TRUSTSetting=asym., Noise Rate=0.4, Source Domain=II,III,IV,V2026.04 | 72.39 | 67 | |
| FF-TRUSTSetting=sym., Noise Rate=0.4, Source Domain=II,III,IV,V2026.04 | 72.2 | 66.37 | |
| DeepSleepNetSetting=asym., Noise Rate=0.4, Source Domain=II,III,IV,V2026.04 | 71.97 | 67.29 | |
| JALSetting=sym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 71.93 | 65.47 | |
| FF-TRUSTSetting=asym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 71.88 | 66.55 | |
| DISCSetting=sym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 71.78 | 64.82 | |
| ELRSetting=sym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 71.54 | 65.2 | |
| DeepSleepNetSetting=sym., Noise Rate=0.4, Source Domain=II,III,IV,V2026.04 | 70.69 | 65.44 | |
| FF-TRUSTSetting=sym., Noise Rate=0.6, Source Domain=II,III,IV,V2026.04 | 70.62 | 64.24 | |
| SleepDGSetting=sym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 70.43 | 64.84 | |
| JALSetting=asym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 70.35 | 60.65 | |
| FedDSHARSetting=asym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 70.32 | 64.35 | |
| DeepSleepNetSetting=sym., Noise Rate=0.6, Source Domain=II,III,IV,V2026.04 | 69.6 | 62.37 | |
| DISCSetting=asym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 68.56 | 62.76 | |
| FF-TRUSTSetting=asym., Noise Rate=0.6, Source Domain=II,III,IV,V2026.04 | 68.32 | 62.81 | |
| ELRSetting=asym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 67.97 | 63 | |
| SleepDGSetting=asym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 67.28 | 62.66 | |
| NPNSetting=sym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 66.25 | 61.55 | |
| DeepSleepNetSetting=asym., Noise Rate=0.6, Source Domain=II,III,IV,V2026.04 | 57.9 | 53.31 | |
| NPNSetting=asym., NR=0.6, Source Domain=II,III,IV,V2026.04 | 57.89 | 56.5 |