Image Classification on F-MNIST (test)
97.62AccuracyPGFedSplit
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PGFedSplitbeta=0.12026.05 | 97.62 | — | — | — | — | — | — | — | |
| FedALAbeta=0.12026.05 | 97.51 | — | — | — | — | — | — | — | |
| FedProx+FTbeta=0.1, protocol=Fine-Tuning2026.05 | 97.5 | — | — | — | — | — | — | — | |
| FedAvg+FTbeta=0.1, protocol=Fine-Tuning2026.05 | 97.49 | — | — | — | — | — | — | — | |
| FedRepbeta=0.12026.05 | 97.49 | — | — | — | — | — | — | — | |
| FedPerbeta=0.12026.05 | 97.44 | — | — | — | — | — | — | — | |
| FedPACbeta=0.12026.05 | 97.41 | — | — | — | — | — | — | — | |
| FedBABUbeta=0.12026.05 | 97.21 | — | — | — | — | — | — | — | |
| Localbeta=0.12026.05 | 97.18 | — | — | — | — | — | — | — | |
| FedAMPbeta=0.12026.05 | 97.17 | — | — | — | — | — | — | — | |
| FedFomobeta=0.12026.05 | 97.01 | — | — | — | — | — | — | — | |
| FedGHbeta=0.12026.05 | 96.04 | — | — | — | — | — | — | — | |
| HolisticPUSetting=2, Backbone=LeNet-5, Input size=28×282023.10 | 96 | — | — | — | — | — | — | — | |
| HolisticPUSetting=1, Backbone=LeNet-5, Input size=28×282023.10 | 95.8 | — | — | — | — | — | — | — | |
| Dist-PUSetting=1, Backbone=LeNet-5, Input size=28×282023.10 | 94.7 | — | — | — | — | — | — | — | |
| Resilient Federated LearningImb. Ratio=202023.06 | 94.4 | — | — | — | — | 1.7 | 45.8 | — | |
| Method [60]Imb. Ratio=202023.06 | 94 | — | — | — | — | 2.2 | 50.2 | — | |
| Method [18]Imb. Ratio=202023.06 | 93.8 | — | — | — | — | 2.7 | 28.6 | — | |
| Resilient Federated LearningImb. Ratio=102023.06 | 93.4 | — | — | — | — | 2.4 | 50.6 | — | |
| FedPACbeta=12026.05 | 92.93 | — | — | — | — | — | — | — | |
| PGFedSplitbeta=12026.05 | 92.84 | — | — | — | — | — | — | — | |
| P³MIX-CSetting=1, Backbone=LeNet-5, Input size=28×282023.10 | 92.8 | — | — | — | — | — | — | — | |
| FedALAbeta=12026.05 | 92.75 | — | — | — | — | — | — | — | |
| Method [18]Imb. Ratio=102023.06 | 92.6 | — | — | — | — | 3.5 | 28.6 | — | |
| VPUSetting=1, Backbone=LeNet-5, Input size=28×282023.10 | 92.6 | — | — | — | — | — | — | — | |
| P³MIX-ESetting=1, Backbone=LeNet-5, Input size=28×282023.10 | 92.6 | — | — | — | — | — | — | — | |
| CTM (DC)Drop Clause=true2021.05 | 92.5 | — | — | — | — | — | — | — | |
| Method [60]Imb. Ratio=102023.06 | 92.5 | — | — | — | — | 2.2 | 64.1 | — | |
| Dist-PUSetting=2, Backbone=LeNet-5, Input size=28×282023.10 | 92.4 | — | — | — | — | — | — | — | |
| FedProx+FTbeta=1, protocol=Fine-Tuning2026.05 | 92.16 | — | — | — | — | — | — | — | |
| FedAvg+FTbeta=1, protocol=Fine-Tuning2026.05 | 92.15 | — | — | — | — | — | — | — | |
| ProtoVAEprototypes per class=102022.10 | 91.9 | — | — | — | — | — | — | — | |
| P³MIX-ESetting=2, Backbone=LeNet-5, Input size=28×282023.10 | 91.8 | — | — | — | — | — | — | — | |
| ALEXNET-DFA2021.05 | 91.66 | — | — | — | — | — | — | — | |
| Black-box encoderbackbone=same as ProtoVAE, type=classical feed-forward CNN2022.10 | 91.5 | — | — | — | — | — | — | — | |
| FLINTbackbone=same as ProtoVAE2022.10 | 91.5 | — | — | — | — | — | — | — | |
| nnPUSetting=1, Backbone=LeNet-5, Input size=28×282023.10 | 91.4 | — | — | — | — | — | — | — | |
| FedRepbeta=12026.05 | 91.02 | — | — | — | — | — | — | — | |
| PULNSSetting=1, Backbone=LeNet-5, Input size=28×282023.10 | 91 | — | — | — | — | — | — | — | |
| MLP2026.06 | 90.99 | — | — | — | — | — | — | — | |
| Self-PUSetting=1, Backbone=LeNet-5, Input size=28×282023.10 | 90.8 | — | — | — | — | — | — | — | |
| FedPerbeta=12026.05 | 90.8 | — | — | — | — | — | — | — | |
| VPUSetting=2, Backbone=LeNet-5, Input size=28×282023.10 | 90.5 | — | — | — | — | — | — | — | |
| MIXPULSetting=1, Backbone=LeNet-5, Input size=28×282023.10 | 90.4 | — | — | — | — | — | — | — | |
| P³MIX-CSetting=2, Backbone=LeNet-5, Input size=28×282023.10 | 90.4 | — | — | — | — | — | — | — | |
| FedProxbeta=12026.05 | 90.27 | — | — | — | — | — | — | — | |
| FedAvgbeta=12026.05 | 90.26 | — | — | — | — | — | — | — | |
| nnPUSetting=2, Backbone=LeNet-5, Input size=28×282023.10 | 90.2 | — | — | — | — | — | — | — | |
| FedFomobeta=12026.05 | 90.11 | — | — | — | — | — | — | — | |
| PANSetting=2, Backbone=LeNet-5, Input size=28×282023.10 | 89.9 | — | — | — | — | — | — | — | |
| XGBoost2026.06 | 89.79 | — | — | — | — | — | — | — | |
| MIXPULSetting=2, Backbone=LeNet-5, Input size=28×282023.10 | 89.6 | — | — | — | — | — | — | — | |
| FRePoImg/Cls=50, arch=Conv-BN2022.06 | 89.6 | — | — | — | — | — | — | — | |
| FedBABUbeta=12026.05 | 89.53 | — | — | — | — | — | — | — | |
| NA2M-FSK1=500, K2=5002026.06 | 89.49 | — | — | — | — | — | — | — | |
| FRePoImg/Cls=50, arch=Conv-IN2022.06 | 89.4 | — | — | — | — | — | — | — | |
| NB2M-FSK1=500, K2=5002026.06 | 89.25 | — | — | — | — | — | — | — | |
| Self-PUSetting=2, Backbone=LeNet-5, Input size=28×282023.10 | 89.1 | — | — | — | — | — | — | — | |
| PULNSSetting=2, Backbone=LeNet-5, Input size=28×282023.10 | 89.1 | — | — | — | — | — | — | — | |
| FedGHbeta=12026.05 | 88.95 | — | — | — | — | — | — | — | |
| FedAMPbeta=12026.05 | 88.94 | — | — | — | — | — | — | — | |
| Localbeta=12026.05 | 88.9 | — | — | — | — | — | — | — | |
| DSAImg/Cls=502022.06 | 88.8 | — | — | — | — | — | — | — | |
| SENNbackbone=same as ProtoVAE2022.10 | 88.3 | — | — | — | — | — | — | — | |
| MTTImg/Cls=502022.06 | 88.3 | — | — | — | — | — | — | — | |
| DMImg/Cls=502022.06 | 88.2 | — | — | — | — | — | — | — | |
| NODE-GA2M2026.06 | 88.17 | — | — | — | — | — | — | — | |
| KIPImg/Cls=502022.06 | 88 | — | — | — | — | — | — | — | |
| PANSetting=1, Backbone=LeNet-5, Input size=28×282023.10 | 87.7 | — | — | — | — | — | — | — | |
| MTTImg/Cls=102022.06 | 87.2 | — | — | — | — | — | — | — | |
| FRePoImg/Cls=50, arch=DCConv-IN2022.06 | 87.2 | — | — | — | — | — | — | — | |
| KIPImg/Cls=102022.06 | 86.8 | — | — | — | — | — | — | — | |
| NBM2026.06 | 86.68 | — | — | — | — | — | — | — | |
| EBM2026.06 | 86.39 | — | — | — | — | — | — | — | |
| NAM2026.06 | 86.34 | — | — | — | — | — | — | — | |
| NA2M-FSK1=50, K2=502026.06 | 86.34 | — | — | — | — | — | — | — | |
| NODE-GAM2026.06 | 86.21 | — | — | — | — | — | — | — | |
| FRePoImg/Cls=10, arch=Conv-BN2022.06 | 86.2 | — | — | — | — | — | — | — | |
| NBM-FSK1=5002026.06 | 86.18 | — | — | — | — | — | — | — | |
| NB2M-FSK1=50, K2=502026.06 | 86.06 | — | — | — | — | — | — | — | |
| NAM-FSK1=5002026.06 | 86.01 | — | — | — | — | — | — | — | |
| FRePoImg/Cls=10, arch=Conv-IN2022.06 | 86 | — | — | — | — | — | — | — | |
| uPUSetting=2, Backbone=LeNet-5, Input size=28×282023.10 | 85.7 | — | — | — | — | — | — | — | |
| FRePoImg/Cls=10, arch=DCConv-IN2022.06 | 85.7 | — | — | — | — | — | — | — | |
| ProtoPNetbackbone=same as ProtoVAE2022.10 | 85.4 | — | — | — | — | — | — | — | |
| DSAImg/Cls=102022.06 | 84.8 | — | — | — | — | — | — | — | |
| LR2026.06 | 84.7 | — | — | — | — | — | — | — | |
| DMImg/Cls=102022.06 | 83.6 | — | — | — | — | — | — | — | |
| FedAvgbeta=0.12026.05 | 83.24 | — | — | — | — | — | — | — | |
| FedProxbeta=0.12026.05 | 83.24 | — | — | — | — | — | — | — | |
| DP-GCLepsilon=10, protocol=Linear2026.04 | 82.9 | — | — | — | — | — | — | — | |
| DP-GCLPrivacy budget (epsilon)=10, Evaluation protocol=k-NN, Pre-training dataset=ImageNet, k-value=32026.04 | 82.9 | — | — | — | — | — | — | — | |
| DP-GCLepsilon=10, protocol=k-NN2026.04 | 82.8 | — | — | — | — | — | — | — | |
| DP-GCLPrivacy budget (epsilon)=10, Evaluation protocol=Linear probing, Pre-training dataset=ImageNet2026.04 | 82.3 | — | — | — | — | — | — | — | |
| NBM-FSK1=502026.06 | 82.12 | — | — | — | — | — | — | — | |
| DP-GCLepsilon=1, protocol=k-NN2026.04 | 82.1 | — | — | — | — | — | — | — | |
| NAM-FSK1=502026.06 | 82.03 | — | — | — | — | — | — | — | |
| uPUSetting=1, Backbone=LeNet-5, Input size=28×282023.10 | 81.6 | — | — | — | — | — | — | — | |
| DP-GCLepsilon=1, protocol=Linear2026.04 | 81.5 | — | — | — | — | — | — | — | |
| Logit-DPPrivacy budget (epsilon)=10, Evaluation protocol=k-NN, Pre-training dataset=ImageNet, k-value=32026.04 | 81.5 | — | — | — | — | — | — | — |