Image Classification on CIFAR-100 Pathological
95.46Mean AccuracyPEP-FedPT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PEP-FedPTBackbone=ViT-B/162025.10 | 95.46 | 84.74 | |
| pFedPGBackbone=ViT-B/162025.10 | 92.96 | 84.58 | |
| FedVPT-DBackbone=ViT-B/162025.10 | 85.15 | 70.12 | |
| SGPTBackbone=ViT-B/162025.10 | 84.16 | 70.79 | |
| FedVPTBackbone=ViT-B/162025.10 | 83.62 | 70.19 | |
| FedPRBackbone=ViT-B/162025.10 | 81.77 | 68.99 | |
| Head-TuningBackbone=ViT-B/162025.10 | 77.85 | 59.87 | |
| P-PTBackbone=ViT-B/162025.10 | 75.37 | 55.14 | |
| FedKT-CSDHeterogeneity Type=Pathological, Backbone=ResNet-18, Number of clients=20, Participation=Full, Communication rounds=1 round (synthetic pretraining) + local fine-tuning2026.07 | 73.44 | — | |
| FedRepHeterogeneous setting=Pathological, Number of clients (M)=102026.03 | 66.5 | — | |
| FedFewHeterogeneous setting=Pathological, Number of clients (M)=102026.03 | 65.47 | — | |
| FedAMPHeterogeneous setting=Pathological, Number of clients (M)=102026.03 | 65.41 | — | |
| FedMTLHeterogeneous setting=Pathological, Number of clients (M)=102026.03 | 65.33 | — | |
| DittoHeterogeneous setting=Pathological, Number of clients (M)=102026.03 | 65.32 | — | |
| FedFewHeterogeneous setting=Pathological, Number of clients (M)=202026.03 | 64.98 | — | |
| APPLEHeterogeneity Type=Pathological, Backbone=ResNet-18, Number of clients=20, Participation=Full, Communication rounds=502026.07 | 64.84 | — | |
| APFLHeterogeneous setting=Pathological, Number of clients (M)=102026.03 | 64.69 | — | |
| FedAMPHeterogeneity Type=Pathological, Backbone=ResNet-18, Number of clients=20, Participation=Full, Communication rounds=502026.07 | 63.32 | — | |
| FedFomoHeterogeneity Type=Pathological, Backbone=ResNet-18, Number of clients=20, Participation=Full, Communication rounds=502026.07 | 61.49 | — | |
| FedRepHeterogeneous setting=Pathological, Number of clients (M)=202026.03 | 61.46 | — | |
| FedPHPHeterogeneity Type=Pathological, Backbone=ResNet-18, Number of clients=20, Participation=Full, Communication rounds=502026.07 | 61.45 | — | |
| PartialFedHeterogeneity Type=Pathological, Backbone=ResNet-18, Number of clients=20, Participation=Full, Communication rounds=502026.07 | 60.41 | — | |
| APFLHeterogeneous setting=Pathological, Number of clients (M)=202026.03 | 59.97 | — | |
| pFedMeHeterogeneity Type=Pathological, Backbone=ResNet-18, Number of clients=20, Participation=Full, Communication rounds=502026.07 | 59.88 | — | |
| FedAMPHeterogeneous setting=Pathological, Number of clients (M)=202026.03 | 59.66 | — | |
| FedMTLHeterogeneous setting=Pathological, Number of clients (M)=202026.03 | 59.65 | — | |
| DittoHeterogeneous setting=Pathological, Number of clients (M)=202026.03 | 59.61 | — | |
| Per-FedAvgHeterogeneity Type=Pathological, Backbone=ResNet-18, Number of clients=20, Participation=Full, Communication rounds=502026.07 | 55.98 | — | |
| FedAvgHeterogeneity Type=Pathological, Backbone=ResNet-18, Number of clients=20, Participation=Full, Communication rounds=502026.07 | 44.88 | — | |
| IFCAHeterogeneous setting=Pathological, Number of clients (M)=202026.03 | 43.89 | — | |
| IFCAHeterogeneous setting=Pathological, Number of clients (M)=102026.03 | 42.34 | — | |
| FedAvgHeterogeneous setting=Pathological, Number of clients (M)=102026.03 | 29 | — | |
| FedAvgHeterogeneous setting=Pathological, Number of clients (M)=202026.03 | 28.57 | — | |
| FedProxHeterogeneous setting=Pathological, Number of clients (M)=102026.03 | 28.56 | — | |
| FedProxHeterogeneous setting=Pathological, Number of clients (M)=202026.03 | 28.11 | — |