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Adversarial Attack on ImageNet (Distortion and Success Rate)

99Attack Success Rate

MDCS-OPS

32.9650.10567.2584.395Dec 16, 2025Dec 27, 2025Jan 7, 2026Jan 19, 2026Jan 30, 2026Feb 10, 2026Feb 22, 2026
Updated 3d ago

Evaluation Results

MethodLinks
2026.02
99-
2026.02
98.9-
2026.02
98.5-
2026.02
98.1-
2026.02
98-
2026.02
97.5-
2026.02
97.5-
2026.02
97.2-
2026.02
96.8-
2026.02
96.7-
2026.02
96-
2026.02
95.3-
2026.02
88.5-
2025.12
88.2-
2026.02
86.2-
2025.12
84.8-
2026.02
84.7-
2026.02
81.2-
2025.12
81-
2025.12
78.88.38
2025.12
769.07
2025.12
75-
2026.02
74.6-
2026.02
74.5-
2026.02
74.5-
2026.02
73.6-
2025.12
73.410.43
2025.12
72.610.16
2025.12
72.210.72
2026.02
71.6-
2026.02
71.5-
2025.12
70.211.22
2025.12
69.110.61
2026.02
66.6-
2025.12
66.511.47
2026.02
66.3-
2026.02
66.3-
2025.12
65.811.55
2025.12
65.612.66
2026.02
65.3-
2025.12
65.112.25
2025.12
62.8-
2025.12
62.212.69
2025.12
62.2-
2025.12
6212.68
2025.12
61.5-
2025.12
61.4-
2025.12
61.4-
2025.12
59.8-
2025.12
58.914.36
2025.12
58.814.62
2026.02
58.5-
2026.02
58.3-
2025.12
57.515.14
2025.12
5714.89
2025.12
56.814.45
2025.12
56-
2025.12
54.716.54
2025.12
54.3-
2025.12
53-
2025.12
52.2-
2026.02
52.2-
2025.12
51.418.15
2025.12
51.1-
2025.12
50.9-
2025.12
50.618.52
2026.02
50.2-
2025.12
50.118.09
2025.12
49.817.65
2025.12
48.719.34
2025.12
48.718.67
2025.12
48.1-
2025.12
48.1-
2025.12
47-
2025.12
46.7-
2025.12
46-
2026.02
45.5-
2026.02
45.4-
2025.12
45.1-
2025.12
44.921.52
2025.12
43.321.27
2025.12
43.320.8
2025.12
43-
2026.02
42.6-
2025.12
41.3-
2026.02
41.1-
2026.02
40.7-
2025.12
39.9-
2025.12
39.3-
2025.12
39-
2026.02
38.9-
2026.02
37.4-
2026.02
37.2-
2025.12
36.7-
2025.12
36.226.18
2025.12
35.9-
2025.12
35.8-
2025.12
35.8-
2025.12
35.7-
2025.12
35.5-
Showing 100 of 178 rows