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. 2024 Oct 27;14:25664. doi: 10.1038/s41598-024-76359-0

Table 4.

Ablation study with different variations of model on IID and Non-IID dataset.

Models Data distribution Accuracy
Vanilla avg. Weighted avg.
VGG16 (5 blocks) IID 0.94 0.95
Non-IID 0.93 0.94
Poisoned 0.71 0.92
ResNet50 IID 0.91 0.93
Non-IID 0.89 0.92
Poisoned 0.68 0.89
Inception V3 IID 0.92 0.93
Non-IID 0.92 0.93
Poisoned 0.74 0.90