Image Classification on T-ImageNet (test)
38.62AccuracyFedBABU
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedBABUbeta=0.12026.05 | 38.62 | — | — | — | |
| PGFedSplitbeta=0.12026.05 | 38.45 | — | — | — | |
| FedRepbeta=0.12026.05 | 36.97 | — | — | — | |
| FedAvg+FTbeta=0.1, protocol=Fine-Tuning2026.05 | 36.48 | — | — | — | |
| FedProx+FTbeta=0.1, protocol=Fine-Tuning2026.05 | 36.26 | — | — | — | |
| FedPACbeta=0.12026.05 | 35.2 | — | — | — | |
| FedALAbeta=0.12026.05 | 34.93 | — | — | — | |
| FedPerbeta=0.12026.05 | 34.39 | — | — | — | |
| FedAMPbeta=0.12026.05 | 31.15 | — | — | — | |
| Localbeta=0.12026.05 | 30.98 | — | — | — | |
| PGFedSplitbeta=12026.05 | 30.91 | — | — | — | |
| FedBABUbeta=12026.05 | 30.28 | — | — | — | |
| FedGHbeta=0.12026.05 | 30.04 | — | — | — | |
| FedAvg+FTbeta=1, protocol=Fine-Tuning2026.05 | 29.03 | — | — | — | |
| FedFomobeta=0.12026.05 | 28.97 | — | — | — | |
| FedProx+FTbeta=1, protocol=Fine-Tuning2026.05 | 28.26 | — | — | — | |
| FedRepbeta=12026.05 | 28.15 | — | — | — | |
| FedPACbeta=12026.05 | 26.29 | — | — | — | |
| FRePoImg/Cls=10, arch=Conv-BN2022.06 | 25.4 | — | — | — | |
| FedPerbeta=12026.05 | 24.71 | — | — | — | |
| FedFomobeta=12026.05 | 24.25 | — | — | — | |
| FedAMPbeta=12026.05 | 23.65 | — | — | — | |
| Localbeta=12026.05 | 23.61 | — | — | — | |
| MTTImg/Cls=102022.06 | 23.2 | — | — | — | |
| FedGHbeta=12026.05 | 21.04 | — | — | — | |
| FRePoImg/Cls=10, arch=Conv-IN2022.06 | 20.4 | — | — | — | |
| FedALAbeta=12026.05 | 19.38 | — | — | — | |
| FRePoImg/Cls=1, arch=Conv-BN2022.06 | 15.4 | — | — | — | |
| FRePoImg/Cls=1, arch=Conv-IN2022.06 | 13.5 | — | — | — | |
| DMImg/Cls=102022.06 | 12.9 | — | — | — | |
| FedAvgbeta=12026.05 | 11.06 | — | — | — | |
| FedProxbeta=12026.05 | 10.34 | — | — | — | |
| FedAvgbeta=0.12026.05 | 10.19 | — | — | — | |
| FedProxbeta=0.12026.05 | 9.9 | — | — | — | |
| MTTImg/Cls=12022.06 | 8.8 | — | — | — | |
| DSAImg/Cls=12022.06 | 6.6 | — | — | — | |
| DMImg/Cls=12022.06 | 3.9 | — | — | — | |
| Co-teaching2019.01 | — | 27.41 | 27.82 | — | |
| Co-teaching2019.01 | — | 37.09 | 37.6 | — | |
| Co-teaching2019.01 | — | 45.6 | 46.36 | — | |
| Co-teaching+2019.01 | — | 26.54 | 26.87 | — | |
| Co-teaching+2019.01 | — | 41.19 | 41.77 | — | |
| Co-teaching+2019.01 | — | 47.73 | 48.2 | — | |
| Decoupling2019.01 | — | 26.1 | 26.61 | — | |
| Decoupling2019.01 | — | 22.61 | 22.81 | — | |
| Decoupling2019.01 | — | 36.28 | 36.97 | — | |
| F-correction2019.01 | — | 0.63 | 0.67 | — | |
| F-correction2019.01 | — | 32.84 | 33.12 | — | |
| F-correction2019.01 | — | 44.37 | 44.5 | — | |
| FedALAK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 24.84 | |
| FedAMPK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 28.26 | |
| FedAvgK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 9.7 | |
| FedAvg+FTK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=true2026.05 | — | — | — | 32.49 | |
| FedBABUK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 35.81 | |
| FedFomoK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 27.3 | |
| FedGHK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 27.2 | |
| FedPACK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 34.21 | |
| FedPerK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 33.55 | |
| FedProxK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 9.69 | |
| FedProx+FTK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=true2026.05 | — | — | — | 32.54 | |
| FedRepK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 34.57 | |
| LocalK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 28.14 | |
| MentorNet2019.01 | — | 26.22 | 26.61 | — | |
| MentorNet2019.01 | — | 35.47 | 35.76 | — | |
| MentorNet2019.01 | — | 45.49 | 45.74 | — | |
| PGFedSplitK (Number of clients)=100, Participation rate=0.3, Dir(beta) (heterogeneity parameter)=0.1, Fine-tuning (FT)=false2026.05 | — | — | — | 36.64 | |
| Standard2019.01 | — | 26.14 | 26.32 | — | |
| Standard2019.01 | — | 19.58 | 19.77 | — | |
| Standard2019.01 | — | 35.56 | 35.8 | — |