Adversarial Attack on MDC (full) benchmark leaderboard · SOTA2 Research

Adversarial Attack on MDC (full)

1.21Normal Count/ScoreProposed Attack (LPD + MI)

Evaluation Results

Method	Links
Proposed Attack (LPD + MI)2026.01		1.21	33.88	93.64	82.46	89.15	552	6.2
Proposed Attack (LPD + MI)2026.01		1.15	32.74	93.96	83.13	89.89	543	6.1
Proposed Attack (LPD + MI)2026.01		1.14	54.73	91.33	66.64	82.11	611	6.7
Proposed Attack (LPD + MI)2026.01		1.09	55.32	91.23	66.34	81.77	624	6.9
SSA2026.01		0.91	28.93	94.27	85.04	91.04	1,364	9.8
SSA2026.01		0.86	29.7	94.21	84.72	90.95	1,379	10
SSA2026.01		0.82	50.86	92.12	69.07	83.36	1,519	11.1
SSA2026.01		0.67	51.48	92	68.91	83.2	1,532	11.2
MfcaNet2026.01		0.58	24.97	94.93	87.02	92.39	1,026	9.5
MfcaNet2026.01		0.5	25.5	94.88	86.75	92.18	1,042	9.7
MfcaNet2026.01		0.48	46.98	92.76	71.51	85.16	1,181	10.8
MfcaNet2026.01		0.4	47.29	92.68	71.36	85.03	1,194	11
SS-FGSM2026.01		0.36	20.94	95.32	89.53	93.44	972	9
SS-FGSM2026.01		0.34	21.75	95.25	88.88	93.17	987	9.1
SS-FGSM2026.01		0.32	42.89	93.17	73.56	86.62	1,085	10.1
SS-FGSM2026.01		0.3	43.63	93.09	72.69	86.17	1,093	10.3
MfcaNet2026.01		0	84.21	87.11	57.9	69.47	1,428	13.5
SSA2026.01		0	76.83	88.29	61.59	73.91	1,764	13.9
SS-FGSM2026.01		0	81.54	87.69	59.23	71.08	1,289	11.7
Proposed Attack (LPD + MI)2026.01		0	89.69	86.55	55.16	66.47	752	7.8
MfcaNet2026.01		0	83.46	87.38	58.27	69.96	1,387	12.8
SSA2026.01		0	72.72	89.09	63.64	76.36	1,721	13.4
SS-FGSM2026.01		0	71.43	89.29	64.29	77.14	1,244	11.2
Proposed Attack (LPD + MI)2026.01		0	86.38	87.72	56.81	68.17	713	7.4
MfcaNet2026.01		0	84.51	87.09	57.75	69.3	1,472	13.9
SSA2026.01		0	80.57	87.72	59.72	71.65	1,802	14.3
SS-FGSM2026.01		0	86.19	86.91	56.91	68.27	1,326	12
Proposed Attack (LPD + MI)2026.01		0	90.44	86.39	54.78	65.74	794	8.2
MfcaNet2026.01		0	57.85	92.86	71.08	85.75	1,398	13.1
SSA2026.01		0	62.13	92	68.94	83.25	1,750	13.6
SS-FGSM2026.01		0	54.06	93.06	72.97	86.29	1,279	11.6
Proposed Attack (LPD + MI)2026.01		0	67.36	91.64	66.32	82.35	741	7.6