Human Activity Recognition on WISDM (Accuracy, Fairness, Communication)
97.16Average AccuracyFedCHAR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedCHARSparsity=0%, FT Epochs=252026.03 | 97.16 | 8.32 | 483 | |
| CA-AFP (15,15,20)Sparsity=≈ 70%, FT Epochs=252026.03 | 96.73 | 8.35 | 375 | |
| FedCHARSparsity=0%, FT Epochs=32026.03 | 96.64 | 8.39 | 483 | |
| ClusterFLSparsity=0%, FT Epochs=252026.03 | 96.33 | 6.5 | 474 | |
| ClusterFLSparsity=0%, FT Epochs=32026.03 | 96.18 | 7.02 | 474 | |
| EfficientFLSparsity=≈ 70%, FT Epochs=252026.03 | 95.68 | 9.28 | 142 | |
| CA-AFP (0,0,50)Sparsity=≈ 70%, FT Epochs=252026.03 | 95.62 | 8.84 | 176 | |
| CA-AFP (0,0,50)Sparsity=≈ 70%, FT Epochs=32026.03 | 95.56 | 8.97 | 176 | |
| CA-AFP (15,15,20)Sparsity=≈ 70%, FT Epochs=32026.03 | 95.28 | 9.5 | 375 | |
| FedSnipSparsity=≈ 70%, FT Epochs=252026.03 | 95.24 | 8.96 | 142 | |
| FedSnipSparsity=≈ 70%, FT Epochs=32026.03 | 94.29 | 10.16 | 142 | |
| EfficientFLSparsity=≈ 70%, FT Epochs=32026.03 | 92.3 | 10.29 | 142 |