Membership Inference Attack on VL-MIA Flickr-10k

0.76AUCCSA-MIA

Evaluation Results

Method
CSA-MIA2026.05	0.76	0.163	21.3	81	58.2
CSA-MIA2026.05	0.751	0.159	20.9	80.7	57.9
CSA-MIA2026.05	0.712	0.102	15.2	75.2	55.1
MaxRényi_100%2026.05	0.709	0.166	21.6	81.2	58.3
MaxRényi_100%2026.05	0.707	0.113	16.3	76.6	55.7
MaxRényi_100%2026.05	0.707	0.138	18.8	79	56.9
MaxRényi_10%2026.05	0.703	0.14	19	79.1	57
ModRényi2026.05	0.703	0.144	19.4	79.5	57.2
Perplexity2026.05	0.695	0.107	15.7	75.9	55.4
Min-20% ++2026.05	0.682	0.088	13.8	73.5	54.4
MaxRényi_10%2026.05	0.679	0.069	11.8	70.5	53.4
Max_Prob_Gap2026.05	0.676	0.135	18.5	78.7	56.8
Min-20% ++2026.05	0.67	0.084	13.4	72.9	54.2
Perplexity2026.05	0.663	0.099	14.9	74.9	54.9
Min-20% ++2026.05	0.663	0.113	16.3	76.5	55.6
MaxRényi_0%2026.05	0.661	0.057	10.7	68.2	52.9
MaxRényi_10%2026.05	0.658	0.098	14.8	74.8	54.9
ModRényi2026.05	0.654	0.089	13.9	73.7	54.5
Max_Prob_Gap2026.05	0.65	0.093	14.3	74	54.6
Min_20% Prob2026.05	0.649	0.059	10.8	68.8	53
Min-10% ++2026.05	0.648	0.076	12.6	71.6	53.8
Max_Prob_Gap2026.05	0.644	0.11	16	76.2	55.5
Min_20% Prob2026.05	0.637	0.062	11.2	69.1	53.1
Min-0% ++2026.05	0.634	0.04	9	64.2	52
Min-10% ++2026.05	0.634	0.04	9	64.2	52
Min_10% Prob2026.05	0.633	0.047	9.6	66	52.3
MaxRényi_0%2026.05	0.632	0.106	15.6	75.8	55.3
Min-10% ++2026.05	0.626	0.041	9.1	64.5	52.1
Min_10% Prob2026.05	0.624	0.049	9.9	66.5	52.5
Perplexity2026.05	0.614	0.045	9.5	65.6	52.3
Min-0% ++2026.05	0.608	0.052	10.2	67.1	52.6
ModRényi2026.05	0.602	0.04	9	64.3	52
Min_0% Prob2026.05	0.601	0.029	7.9	61.2	51.5
Aug_KL2026.05	0.599	0.072	12.2	71.1	53.6
Min_0% Prob2026.05	0.59	0.035	8.5	63.1	51.8
Image-only Inference2026.05	0.578	0.011	6.1	54.8	50.5
Min_10% Prob2026.05	0.565	0.024	7.4	59.7	51.2
Min_20% Prob2026.05	0.548	0.035	8.5	63	51.8
Min-0% ++2026.05	0.548	-0.012	3.8	43.4	49.4
MaxRényi_0%2026.05	0.546	0.002	5.2	51.2	50.1
Min_0% Prob2026.05	0.536	0.015	6.5	56.5	50.8
Aug_KL2026.05	0.506	0.018	6.8	57.8	50.9
Image-only Inference2026.05	0.486	-0.023	2.7	47.9	49.9
Aug_KL2026.05	0.448	-0.016	3.4	40.2	49.2
Image-only Inference2026.05	0.388	-0.025	2.5	33.4	48.8