Membership Inference Attack on VL-MIA Flickr (test) benchmark leaderboard · SOTA2 Research

Membership Inference Attack on VL-MIA Flickr (test)

0.736AUCCSA-MIA

Evaluation Results

Method	Links
CSA-MIA2026.05		0.736	0.22	0.27	0.844	0.608
Image-only Inference2026.05		0.658	0.04	0.09	0.643	0.52
Max-Prob-Gap2026.05		0.616	0.219	0.182	0.783	0.566
Aug-KL2026.05		0.483	-0.03	0.02	0.333	0.49
Min-0%++2026.05		0.44	-0.01	0.04	0.444	0.495
Min-10%++2026.05		0.423	-0.01	0.04	0.444	0.495
Min-0% Prob2026.05		0.413	-0.01	0.04	0.444	0.495
Min-10% Prob2026.05		0.408	-0.03	0.02	0.25	0.48
ModRényi2026.05		0.407	-0.01	0.04	0.571	0.505
Min-20%++2026.05		0.403	-0.03	0.02	0.286	0.485
Min-20% Prob2026.05		0.382	0.011	0.061	0.6	0.51
MaxRényi-Max-0%2026.05		0.375	-0.02	0.03	0.375	0.49
MaxRényi-Max-10%2026.05		0.362	-0.01	0.04	0.364	0.485
Perplexity2026.05		0.358	-0.03	0.02	0.286	0.485
MaxRényi-Max-100%2026.05		0.306	-0.04	0.01	0.167	0.48