Image Classification on MNIST (test) (Standard Accuracy)
99.67Test AccuracyMapping CNN
Evaluation results
| Method | Links | |
|---|---|---|
| Mapping CNN# Params=4078, Training Strategy=Layer wise training, Base Architecture=CNN12026.02 | 99.67 | |
| Mapping CNN# Params=2072, Training Strategy=Full Network Training, Base Architecture=CNN12026.02 | 99.56 | |
| CapsNet2026.03 | 99.46 | |
| IBCapsNet2026.03 | 99.41 | |
| FRePoImg/Cls=50, arch=Conv-IN2022.06 | 99.4 | |
| CNN1# Params=537,9942026.02 | 99.32 | |
| DSAImg/Cls=502022.06 | 99.2 | |
| FRePoImg/Cls=50, arch=Conv-BN2022.06 | 99.2 | |
| OracleNumber of Client Groups (K)=22026.03 | 99.2 | |
| ConditionalNumber of Client Groups (K)=22026.03 | 99.2 | |
| Mapping CNN# Params=2688, Training Strategy=Layer wise training, Base Architecture=CNN22026.02 | 99.18 | |
| ConditionalNumber of Client Groups (K)=32026.03 | 99.1 | |
| ConditionalNumber of Client Groups (K)=42026.03 | 99.1 | |
| IFCANumber of Client Groups (K)=22026.03 | 99 | |
| LeNet2026.03 | 98.99 | |
| Mapping CNN# Params=1872, Training Strategy=Layer wise training, Base Architecture=CNN22026.02 | 98.98 | |
| FRePoImg/Cls=10, arch=Conv-IN2022.06 | 98.9 | |
| DACNumber of Client Groups (K)=22026.03 | 98.9 | |
| ConditionalNumber of Client Groups (K)=52026.03 | 98.9 | |
| FRePoImg/Cls=50, arch=DCConv-IN2022.06 | 98.8 | |
| OracleNumber of Client Groups (K)=32026.03 | 98.8 | |
| OracleNumber of Client Groups (K)=42026.03 | 98.8 | |
| JSD-LBPhase=Testing2025.10 | 98.8 | |
| Mapping CNN# Params=1024, Training Strategy=Full Network Training, Base Architecture=CNN12026.02 | 98.78 | |
| CNN2# Params=108,6182026.02 | 98.69 | |
| Mapping CNN# Params=2048, Training Strategy=Full Network Training, Base Architecture=CNN22026.02 | 98.66 | |
| FRePoImg/Cls=10, arch=Conv-BN2022.06 | 98.6 | |
| DMImg/Cls=502022.06 | 98.6 | |
| DACNumber of Client Groups (K)=32026.03 | 98.6 | |
| OracleNumber of Client Groups (K)=52026.03 | 98.6 | |
| MTTImg/Cls=502022.06 | 98.5 | |
| IFCANumber of Client Groups (K)=32026.03 | 98.5 | |
| FRePoImg/Cls=10, arch=DCConv-IN2022.06 | 98.4 | |
| Dropout MLPParam Reduction(%)=0.0, FLOPs Reduction(%)=0.000000, Params=203,530, FLOPs=406,5282026.03 | 98.31 | |
| KIPImg/Cls=502022.06 | 98.3 | |
| DittoNumber of Client Groups (K)=22026.03 | 98.2 | |
| IFCANumber of Client Groups (K)=42026.03 | 98.2 | |
| DACNumber of Client Groups (K)=42026.03 | 98.2 | |
| DisenIBPhase=Testing2025.10 | 98.2 | |
| LocalNumber of Client Groups (K)=22026.03 | 98.1 | |
| Baseline MLPParam Reduction(%)=0.0, FLOPs Reduction(%)=0.000000, Params=203,530, FLOPs=406,5282026.03 | 98.07 | |
| Dynamic MLPParam Reduction(%)=0.0, FLOPs Reduction(%)=21.711912, Params=204,570, FLOPs=318,2632026.03 | 98.07 | |
| Pruned MLPParam Reduction(%)=0.0, FLOPs Reduction(%)=29.622314, Params=203,530, FLOPs=286,1052026.03 | 98.02 | |
| DittoNumber of Client Groups (K)=32026.03 | 98 | |
| DSAImg/Cls=102022.06 | 97.9 | |
| DACNumber of Client Groups (K)=52026.03 | 97.9 | |
| Mapping CNN# Params=1024, Training Strategy=Full Network Training, Base Architecture=CNN22026.02 | 97.88 | |
| LocalNumber of Client Groups (K)=32026.03 | 97.7 | |
| DMImg/Cls=102022.06 | 97.6 | |
| VIBPhase=Testing2025.10 | 97.6 | |
| KIPImg/Cls=102022.06 | 97.5 | |
| DittoNumber of Client Groups (K)=42026.03 | 97.5 | |
| MTTImg/Cls=102022.06 | 97.3 | |
| LocalNumber of Client Groups (K)=42026.03 | 97.3 | |
| NIBPhase=Testing2025.10 | 97.2 | |
| DittoNumber of Client Groups (K)=52026.03 | 97 | |
| LocalNumber of Client Groups (K)=52026.03 | 96.9 | |
| squared-VIBPhase=Testing2025.10 | 96.2 | |
| JSD-LBepsilon=0.12025.10 | 94.6 | |
| squared-NIBPhase=Testing2025.10 | 93.3 | |
| FRePoImg/Cls=1, arch=Conv-BN2022.06 | 93 | |
| FRePoImg/Cls=1, arch=Conv-IN2022.06 | 92.9 | |
| DFedReweightingAttack=S-F, DH=iid2025.12 | 92.512 | |
| Trimmed MeanAttack=GA, DH=IID2025.12 | 92.481 | |
| FlameAttack=GA, DH=IID2025.12 | 92.442 | |
| Trimmed MeanAttack=ALIE, DH=IID2025.12 | 92.42 | |
| FRePoImg/Cls=1, arch=DCConv-IN2022.06 | 92.4 | |
| FlameAttack=S-F, DH=iid2025.12 | 92.355 | |
| FlameAttack=ALIE, DH=IID2025.12 | 92.335 | |
| No-ATAttack=GA, DH=IID2025.12 | 92.296 | |
| No-ATAttack=S-F, DH=iid2025.12 | 92.296 | |
| No-ATAttack=ALIE, DH=IID2025.12 | 92.296 | |
| DFedReweightingAttack=ALIE, DH=IID2025.12 | 92.173 | |
| MedianAttack=GA, DH=IID2025.12 | 91.792 | |
| MTTImg/Cls=12022.06 | 91.4 | |
| mKrumAttack=GA, DH=IID2025.12 | 91.395 | |
| mKrumAttack=S-F, DH=iid2025.12 | 91.395 | |
| mKrumAttack=ALIE, DH=IID2025.12 | 91.395 | |
| Trimmed MeanAttack=S-F, DH=iid2025.12 | 91.294 | |
| MedianAttack=ALIE, DH=IID2025.12 | 91.29 | |
| FlameAttack=ALIE, DH=Diri(1.0)2025.12 | 91.259 | |
| FlameAttack=S-F, DH=Diri(1.0)2025.12 | 91.256 | |
| No-ATAttack=GA, DH=Diri(1.0)2025.12 | 91.038 | |
| No-ATAttack=S-F, DH=Diri(1.0)2025.12 | 91.038 | |
| No-ATAttack=ALIE, DH=Diri(1.0)2025.12 | 91.038 | |
| MedianAttack=S-F, DH=iid2025.12 | 90.558 | |
| DFedReweightingAttack=GA, DH=IID2025.12 | 90.52 | |
| Trimmed MeanAttack=ALIE, DH=Diri(1.0)2025.12 | 90.517 | |
| MedianAttack=GA, DH=Diri(1.0)2025.12 | 90.502 | |
| FlameAttack=GA, DH=Diri(1.0)2025.12 | 90.471 | |
| MedianAttack=ALIE, DH=Diri(1.0)2025.12 | 90.452 | |
| DisenIBepsilon=0.12025.10 | 90.2 | |
| KrumAttack=GA, DH=IID2025.12 | 90.161 | |
| KrumAttack=S-F, DH=iid2025.12 | 90.161 | |
| KrumAttack=ALIE, DH=IID2025.12 | 90.161 | |
| Trimmed MeanAttack=GA, DH=Diri(1.0)2025.12 | 90.148 | |
| DFedReweightingAttack=GA, DH=Diri(1.0)2025.12 | 90.147 | |
| KIPImg/Cls=12022.06 | 90.1 | |
| MedianAttack=S-F, DH=Diri(1.0)2025.12 | 89.995 | |
| DMImg/Cls=12022.06 | 89.9 |