Cybersecurity

Table 1 Quantitative comparison of IGIMS and other two SoA algorithms in Single scenario

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

Metric	CIFAR-10			FFHQ			ImageNet
	IGIMS	GIAS	IG	IGIMS	GIAS	IG	IGIMS	GIAS	IG
MSE \(\downarrow\)	0.0030	0.0043	0.0065	0.0041	0.0056	0.0073	0.0217	0.0246	0.0420
PSNR \(\uparrow\)	26.33	24.41	22.88	25.00	23.27	21.98	16.68	15.86	14.06
SSIM \(\uparrow\)	0.8924	0.8602	0.8176	0.8737	0.8521	0.8001	0.4727	0.4274	0.2313
LPIPS \(\downarrow\)	0.0069	0.0092	0.0134	0.0073	0.0129	0.0166	0.4665	0.5510	0.7974

We highlight the best performances in bold

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