Image Classification on STL-10 (Accuracy and FT Comparison)
97.5AccuracyBioTune
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BioTuneBackbone=ResNet-502026.01 | 97.5 | 0.2 | |
| LoRABackbone=ResNet-502026.01 | 97.46 | — | |
| FTBackbone=ResNet-502026.01 | 97.33 | — | |
| G-LFBackbone=ResNet-502026.01 | 97.32 | — | |
| L2-SPBackbone=ResNet-502026.01 | 97.2 | — | |
| L1-SPBackbone=ResNet-502026.01 | 97.01 | — | |
| G-FLBackbone=ResNet-502026.01 | 97.01 | — | |
| AutoRGNBackbone=ResNet-502026.01 | 96.92 | — | |
| LPBackbone=ResNet-502026.01 | 96.86 | — | |
| CentralizedLocation=Server, Split Layer=Layer-42025.12 | 76.41 | — | |
| CentralizedLocation=Client, Split Layer=Layer-42025.12 | 76.25 | — | |
| CentralizedLocation=Client, Split Layer=Layer-52025.12 | 75.81 | — | |
| CentralizedLocation=Server, Split Layer=Layer-52025.12 | 75.72 | — | |
| CentralizedLocation=Server, Split Layer=Layer-32025.12 | 75.08 | — | |
| CentralizedLocation=Client, Split Layer=Layer-32025.12 | 74.79 | — | |
| Averaging strategyLocation=Server, Split Layer=Layer-32025.12 | 51.01 | — | |
| Sequential strategyLocation=Client, Split Layer=Layer-32025.12 | 50.56 | — | |
| Sequential strategyLocation=Server, Split Layer=Layer-32025.12 | 50.49 | — | |
| Averaging strategyLocation=Client, Split Layer=Layer-32025.12 | 50.23 | — | |
| DistributedLocation=Client, Split Layer=Layer-32025.12 | 50.23 | — | |
| DistributedLocation=Server, Split Layer=Layer-32025.12 | 48.91 | — | |
| Sequential strategyLocation=Server, Split Layer=Layer-42025.12 | 47.79 | — | |
| Sequential strategyLocation=Server, Split Layer=Layer-52025.12 | 47.48 | — | |
| Averaging strategyLocation=Client, Split Layer=Layer-52025.12 | 47.26 | — | |
| DistributedLocation=Client, Split Layer=Layer-52025.12 | 47.26 | — | |
| Sequential strategyLocation=Client, Split Layer=Layer-42025.12 | 47.11 | — | |
| Sequential strategyLocation=Client, Split Layer=Layer-52025.12 | 46.96 | — | |
| DistributedLocation=Server, Split Layer=Layer-52025.12 | 46.85 | — | |
| Averaging strategyLocation=Server, Split Layer=Layer-42025.12 | 46.73 | — | |
| Averaging strategyLocation=Server, Split Layer=Layer-52025.12 | 46.7 | — | |
| Averaging strategyLocation=Client, Split Layer=Layer-42025.12 | 46.58 | — | |
| DistributedLocation=Client, Split Layer=Layer-42025.12 | 46.58 | — | |
| DistributedLocation=Server, Split Layer=Layer-42025.12 | 45.95 | — |