Image Classification on CINIC-10 Dir(0.01), 50 clients, 20% participation
56.96AccuracyFedSynSAM
Evaluation results
| Method | Links | |
|---|---|---|
| FedSynSAMCompression Method=Stochastic Quantization, Bit-width=8bit2026.02 | 56.96 | |
| FedSynSAMCompression Method=Stochastic Quantization, Bit-width=4bit2026.02 | 56.95 | |
| FedLESAM-SCompression Method=Stochastic Quantization, Bit-width=8bit2026.02 | 56.86 | |
| FedLESAM-SCompression Method=Stochastic Quantization, Bit-width=4bit2026.02 | 56.46 | |
| FedSynSAMCompression Method=Top-k, Ratio=0.252026.02 | 55.68 | |
| FedAvgCompression Method=Stochastic Quantization, Bit-width=4bit2026.02 | 55.58 | |
| FedLESAMCompression Method=Stochastic Quantization, Bit-width=8bit2026.02 | 55.46 | |
| FedAvgCompression Method=Stochastic Quantization, Bit-width=8bit2026.02 | 55.42 | |
| FedLESAMCompression Method=Stochastic Quantization, Bit-width=4bit2026.02 | 55.38 | |
| FedSAMCompression Method=Stochastic Quantization, Bit-width=4bit2026.02 | 55.27 | |
| FedSAMCompression Method=Stochastic Quantization, Bit-width=8bit2026.02 | 55.18 | |
| FedLESAM-SCompression Method=Top-k, Ratio=0.252026.02 | 54.79 | |
| FedSMOOCompression Method=Stochastic Quantization, Bit-width=8bit2026.02 | 54.58 | |
| FedSMOOCompression Method=Stochastic Quantization, Bit-width=4bit2026.02 | 53.28 | |
| FedAvgCompression Method=Top-k, Ratio=0.252026.02 | 52.78 | |
| FedGAMMACompression Method=Stochastic Quantization, Bit-width=4bit2026.02 | 52.67 | |
| FedSAMCompression Method=Top-k, Ratio=0.252026.02 | 52.63 | |
| FedLESAMCompression Method=Top-k, Ratio=0.252026.02 | 52.62 | |
| FedGAMMACompression Method=Stochastic Quantization, Bit-width=8bit2026.02 | 52.34 | |
| FedLESAM-DCompression Method=Stochastic Quantization, Bit-width=8bit2026.02 | 52.22 | |
| FedSynSAMCompression Method=Top-k, Ratio=0.12026.02 | 52.16 | |
| FedSMOOCompression Method=Top-k, Ratio=0.252026.02 | 52.08 | |
| FedLESAM-DCompression Method=Top-k, Ratio=0.252026.02 | 51.41 | |
| FedLESAM-DCompression Method=Stochastic Quantization, Bit-width=4bit2026.02 | 51.18 | |
| FedLESAM-SCompression Method=Top-k, Ratio=0.12026.02 | 50.71 | |
| FedSMOOCompression Method=Top-k, Ratio=0.12026.02 | 49.82 | |
| FedLESAM-DCompression Method=Top-k, Ratio=0.12026.02 | 49.59 | |
| FedAvgCompression Method=Top-k, Ratio=0.12026.02 | 49.53 | |
| FedGAMMACompression Method=Top-k, Ratio=0.252026.02 | 49.38 | |
| FedLESAMCompression Method=Top-k, Ratio=0.12026.02 | 49.13 | |
| FedSAMCompression Method=Top-k, Ratio=0.12026.02 | 48.99 | |
| FedGAMMACompression Method=Top-k, Ratio=0.12026.02 | 45.21 | |
| DynaFedCompression Method=Top-k, Ratio=0.252026.02 | 38.63 | |
| DynaFedCompression Method=Stochastic Quantization, Bit-width=8bit2026.02 | 38.23 | |
| DynaFedCompression Method=Stochastic Quantization, Bit-width=4bit2026.02 | 38.06 | |
| DynaFedCompression Method=Top-k, Ratio=0.12026.02 | 37.98 |