Human-Sensing Classification on WIDAR
86.2F1 ScoreFedAvg
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FedAvgevaluation protocol=5-fold cross-validation2024.04 | 86.2 | 41.2 | 0 | |
| FedSWAevaluation protocol=5-fold cross-validation2024.04 | 85.9 | 40.5 | 14.7 | |
| KD-Fedavgevaluation protocol=5-fold cross-validation2024.04 | 84.9 | 39.2 | 32.7 | |
| FedSAMevaluation protocol=5-fold cross-validation2024.04 | 84.3 | 40.1 | 5.6 | |
| CurvFedevaluation protocol=5-fold cross-validation2024.04 | 80.6 | 35.4 | 74.1 | |
| FedSRCVaRevaluation protocol=5-fold cross-validation2024.04 | 72.4 | 34.5 | 1.9 | |
| FedAvgSensitive Attribute=Orientation, Validation Protocol=5-fold cross-validation2024.04 | 0.862 | 0.506 | 0 | |
| FedSWASensitive Attribute=Orientation, Validation Protocol=5-fold cross-validation2024.04 | 0.859 | 0.499 | 0.102 | |
| KD-FedavgSensitive Attribute=Orientation, Validation Protocol=5-fold cross-validation2024.04 | 0.849 | 0.458 | 0.793 | |
| FedSAMSensitive Attribute=Orientation, Validation Protocol=5-fold cross-validation2024.04 | 0.843 | 0.481 | 0.284 | |
| CurvFedSensitive Attribute=Orientation, Validation Protocol=5-fold cross-validation2024.04 | 0.806 | 0.395 | 1.55 | |
| FedSRCVaRSensitive Attribute=Orientation, Validation Protocol=5-fold cross-validation2024.04 | 0.725 | 0.422 | 0.06 |