Image Classification on MNIST (R2-R10 Metrics)
0.9575R2FED
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FEDAggregation Strategy=MEDIAN, Privacy-Preserving Technique=Unprotected2026.07 | 0.9575 | 0.9759 | 0.9812 | 0.9838 | 0.9854 | |
| GPBACCAggregation Strategy=MEDIAN, Privacy-Preserving Technique=GPBACC2026.07 | 0.9565 | 0.9753 | 0.9808 | 0.9835 | 0.9851 | |
| GPBACCAggregation Strategy=AVG, Privacy-Preserving Technique=GPBACC2026.07 | 0.9563 | 0.9755 | 0.981 | 0.9837 | 0.9853 | |
| FEDAggregation Strategy=AVG, Privacy-Preserving Technique=Unprotected2026.07 | 0.9559 | 0.9755 | 0.9813 | 0.9839 | 0.9855 | |
| MKHEAggregation Strategy=AVG, Privacy-Preserving Technique=Multi-Key Homomorphic Encryption2026.07 | 0.9558 | 0.9757 | 0.9807 | 0.9838 | 0.985 | |
| FEDAggregation Strategy=MKRUM, Privacy-Preserving Technique=Unprotected2026.07 | 0.953 | 0.9735 | 0.9799 | 0.9832 | 0.9845 | |
| GPBACCAggregation Strategy=MKRUM, Privacy-Preserving Technique=GPBACC2026.07 | 0.9498 | 0.9702 | 0.9763 | 0.9806 | 0.983 | |
| FEDAggregation Strategy=KRUM, Privacy-Preserving Technique=Unprotected2026.07 | 0.9397 | 0.9659 | 0.9727 | 0.9755 | 0.9767 | |
| GPBACCAggregation Strategy=KRUM, Privacy-Preserving Technique=GPBACC2026.07 | 0.8831 | 0.9347 | 0.9172 | 0.9443 | 0.9497 | |
| DP-SVTAggregation Strategy=MKRUM, Privacy-Preserving Technique=Sparse Vector Technique with Differential Privacy2026.07 | 0.3013 | 0.5052 | 0.4515 | 0.436 | 0.3571 | |
| DP-SVTAggregation Strategy=KRUM, Privacy-Preserving Technique=Sparse Vector Technique with Differential Privacy2026.07 | 0.2658 | 0.3358 | 0.3054 | 0.2439 | 0.2265 | |
| DP-SVTAggregation Strategy=AVG, Privacy-Preserving Technique=Sparse Vector Technique with Differential Privacy2026.07 | 0.1876 | 0.5691 | 0.6098 | 0.5827 | 0.5005 | |
| DP-SVTAggregation Strategy=MEDIAN, Privacy-Preserving Technique=Sparse Vector Technique with Differential Privacy2026.07 | 0.1287 | 0.1037 | 0.1046 | 0.1021 | 0.0993 |