Image Classification on Mini-ImageNet
83.09Top-1 AccDeepInversion
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeepInversionalpha=0.52026.05 | 83.09 | — | |
| FedFTGalpha=0.52026.05 | 82.85 | — | |
| Co-Boostingalpha=0.52026.05 | 82.21 | — | |
| FedMITRalpha=0.52026.05 | 82.18 | — | |
| DENSEalpha=0.52026.05 | 82.16 | — | |
| FedAvgalpha=0.52026.05 | 81.87 | — | |
| DeepInversionalpha=0.32026.05 | 79.06 | — | |
| FedFTGalpha=0.32026.05 | 77.64 | — | |
| Co-Boostingalpha=0.32026.05 | 77.46 | — | |
| FedMITRalpha=0.32026.05 | 77.44 | — | |
| DENSEalpha=0.32026.05 | 77.32 | — | |
| FedAvgalpha=0.32026.05 | 76.84 | — | |
| MAPETarget Model=ResNet-34, Attack Type=FGSM, Substitute Model=ResNet-V2-502026.06 | 75.29 | — | |
| C-MARSBackbone=ViT2024.11 | 74.91 | — | |
| MAPETarget Model=ResNet-34, Attack Type=None, Substitute Model=N/A2026.06 | 74.86 | — | |
| MARSBackbone=ViT2024.11 | 74.06 | — | |
| C-LaPropBackbone=ViT2024.11 | 73.92 | — | |
| C-AdamWBackbone=ViT2024.11 | 73.52 | — | |
| MAPETarget Model=ResNet-34, Attack Type=FGSM, Substitute Model=ResNet-342026.06 | 72.64 | — | |
| MAPETarget Model=ResNet-34, Attack Type=VNIM, Substitute Model=ResNet-V2-502026.06 | 72.58 | — | |
| AdamWBackbone=ViT2024.11 | 72.11 | — | |
| MAPETarget Model=ResNet-34, Attack Type=UPGD, Substitute Model=ResNet-V2-502026.06 | 71.8 | — | |
| LaPropBackbone=ViT2024.11 | 71.73 | — | |
| MAPETarget Model=ResNet-34, Attack Type=BIM, Substitute Model=ResNet-342026.06 | 71.45 | — | |
| MAPETarget Model=ResNet-34, Attack Type=BIM, Substitute Model=ResNet-V2-502026.06 | 71.32 | — | |
| MAPETarget Model=ResNet-34, Attack Type=BIM, Substitute Model=ShuffleNet-V2-2x2026.06 | 70.28 | — | |
| MAPETarget Model=ResNet-34, Attack Type=VNIM, Substitute Model=ResNet-342026.06 | 70.16 | — | |
| MAPETarget Model=ResNet-34, Attack Type=UPGD, Substitute Model=ResNet-342026.06 | 70.14 | — | |
| MAPETarget Model=ResNet-34, Attack Type=VNIM, Substitute Model=ShuffleNet-V2-2x2026.06 | 69.92 | — | |
| MAPETarget Model=ResNet-34, Attack Type=FGSM, Substitute Model=ShuffleNet-V2-2x2026.06 | 69.13 | — | |
| MAPETarget Model=ResNet-34, Attack Type=UPGD, Substitute Model=ShuffleNet-V2-2x2026.06 | 68.8 | — | |
| FedMITRalpha=0.12026.05 | 68.21 | — | |
| FedMITRalpha=0.052026.05 | 62.15 | — | |
| DeepInversionalpha=0.12026.05 | 60.28 | — | |
| FedFTGalpha=0.12026.05 | 53.62 | — | |
| Co-Boostingalpha=0.12026.05 | 53.47 | — | |
| DENSEalpha=0.12026.05 | 53.19 | — | |
| FedAvgalpha=0.12026.05 | 52.48 | — | |
| DeepInversionalpha=0.052026.05 | 47.34 | — | |
| Puppet-CNNParams=1.082024.11 | 46.46 | 74.38 | |
| FedMITRalpha=0.012026.05 | 45.26 | — | |
| Co-Boostingalpha=0.052026.05 | 39.03 | — | |
| FedFTGalpha=0.052026.05 | 38.92 | — | |
| DENSEalpha=0.052026.05 | 38.65 | — | |
| ResNetParams=45.022024.11 | 38.41 | 68.58 | |
| FedAvgalpha=0.052026.05 | 37.98 | — | |
| AlexNetParams=11.842024.11 | 36.92 | 64.35 | |
| VGGParams=39.202024.11 | 32.95 | 59.94 | |
| DeepInversionalpha=0.012026.05 | 22.49 | — | |
| Co-Boostingalpha=0.012026.05 | 15.08 | — | |
| FedFTGalpha=0.012026.05 | 14.73 | — | |
| DENSEalpha=0.012026.05 | 14.49 | — | |
| FedAvgalpha=0.012026.05 | 13.99 | — |