Cybersecurity

Table 3 Quantitative results on ResNet-50 in Single scenario

From: Iterative and mixed-spaces image gradient inversion attack in federated learning

Metric	CIFAR-10			ImageNet
	IGIMS	GIAS	IG	IGIMS	GIAS	IG
MSE \(\downarrow\)	0.0199	0.0272	0.0319	0.0433	0.0490	0.0569
PSNR \(\uparrow\)	17.19	15.85	14.99	13.70	13.14	12.62
SSIM \(\uparrow\)	0.5627	0.4722	0.5008	0.2946	0.3058	0.2799
LPIPS \(\downarrow\)	0.0539	0.0646	0.0596	0.5270	0.5703	0.8811

We highlight the best performances in bold

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