Adversarial Detection on LLaVA to Medical cross-domain benchmark leaderboard · SOTA2 Research

Adversarial Detection on LLaVA to Medical cross-domain

100SSA-CWA PrecisionSAEgis

Evaluation Results

Method	Links
SAEgis2026.05		100	78	87.6	91.8	90	90.9	88.7	95	91.7
SAEgis2026.05		98	100	99	90.8	99	94.7	86	99	92
PIP2026.05		97.8	89	93.1	97.7	86	91.4	97.6	83	89.7
PIP2026.05		96	48	64	94.4	34	50	93.3	28	43
SAEgis2026.05		88.1	97	92.3	96.8	91	93.8	97.8	93	95.3
Dense2026.05		80	100	88.8	51.2	100	67.8	51	100	67.5
SAEgis2026.05		69.1	92	78.9	98.5	66	79	98.6	72	83.2
Dense2026.05		59.8	100	74.9	67.5	100	80.6	69.9	100	82.3
Dense2026.05		51.5	100	67.9	50	100	66.6	50	100	66.6
Dense2026.05		50.5	100	67.1	77.1	88	82.2	76	92	83.2