Secure Inference (VGG16) on CIFAR-10 (test)

21.33Offline Time (s)

Ours

Updated 5mo ago

Evaluation Results

Method
Ours 2026.01	21.33	9.83	31.16
Liu et al. 2026.01	23.22	6.14	29.36
Ours 2026.01	25.83	13.63	39.46
Ours 2026.01	29.26	8.26	37.52
Ours 2026.01	35.01	13.25	48.26
Liu et al. 2026.01	38.25	7.09	45.34
Liu et al. 2026.01	38.62	8.68	47.3
Liu et al. 2026.01	39.3	5.12	44.42
Ours 2026.01	42.37	13.06	55.43
Liu et al. 2026.01	48.96	5.83	54.79
Ours 2026.01	50.31	33.26	83.57
Ours 2026.01	51.42	21.59	73.01
Ours 2026.01	82.09	57.29	139.38
PSS-based secure inference protocol 2026.01	458.81	86.83	545.64
PSS-based secure inference protocol 2026.01	505.03	151.77	656.8
PSS-based secure inference protocol 2026.01	542.71	152.61	695.32
PSS-based secure inference protocol 2026.01	624.24	229.78	854.02
PSS-based secure inference protocol 2026.01	936.08	391.66	1,327.74
PSS-based secure inference protocol 2026.01	938.21	399.58	1,337.79
PSS-based secure inference protocol 2026.01	1,157.48	534.87	1,692.35
PSS-based secure inference protocol 2026.01	1,537.66	732.92	2,270.58
Liu et al. 2026.01	1,866.63	1,188.51	3,055.14
Liu et al. 2026.01	1,975.53	1,113.65	3,089.18
Liu et al. 2026.01	1,989.81	1,182.1	3,171.91
Liu et al. 2026.01	2,167.38	1,017.94	3,185.32
Liu et al. 2026.01	2,226.84	980.78	3,207.62