Image Classification on MNIST IID (test) (Adversarial Attack Robustness) benchmark leaderboard · SOTA2 Research

Image Classification on MNIST IID (test) (Adversarial Attack Robustness)

97.2LF Attack Robustness (10% Ratio)DP2Guard

Updated 2mo ago

Evaluation Results

Method	Links
DP2Guard2025.07		97.2	96.9	96.6	95.4	96.4	95.4	95.3	95	97	96.5	96	95.2	97	96.5	96	95.7
DnC2025.07		97	96.59	96.26	95	95.1	93.6	93	92.5	96	95.4	95	94.1	95.9	95.2	94.7	93.7
ShieldFL2025.07		96.9	96.6	96.24	94.5	96	95.4	94.1	93.3	96.8	96	95.2	94.4	96.5	96	95.6	95.1
FLTrust2025.07		96.5	96.2	95.9	94.6	96.4	95	94	93.4	95.9	95.2	94.7	94.1	96	95.4	95	94.7
MultiKrum2025.07		96	95.8	95.4	94	95.1	90.8	85.2	74.3	96.2	95	94	85.5	95.7	94	92	86.3
FedAvg2025.07		95.2	93.4	90.1	85.3	90	84.2	65.4	10.1	95	92.4	87	80.3	94	90.4	86	82.9