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Backdoor Detection on CIFAR-10 (Specific Attack Evaluation)

0.96Clean Detection Rate

MMBD-CSO

Updated 4d ago

Evaluation Results

Method	Links
MMBD-CSO 2025.12		0.96	0.96	0.7	0.78	0.66	1	0.94	0.84	0.78	0.2	0.48	0.36
MLBD-CSO 2025.12		0.96	0.88	0.46	0.78	0.46	1	0.46	0.78	0.72	0.18	0.48	0.3
MMBD 2025.12		0.86	0.66	0.4	0.32	0	0.68	0.2	0.52	0.12	0	0.1	0
NC 2025.12		0.72	0.94	0.48	0.7	0.42	0.78	0.1	0.6	0.48	0	0.28	0
PT-RED-CSO 2025.12		0.72	0.12	0.16	1	1	1	0.92	0.98	0.9	0.1	0.6	0.12
NC-CSO 2025.12		0.7	0.9	0.66	0.82	0.54	0.96	0.38	0.76	0.74	0.14	0.56	0.08
PT-RED 2025.12		0.62	0.1	0.12	1	0.9	1	0.84	0.9	0.78	0.1	0.4	0
UNICORN 2025.12		0.52	0.8	0.56	0.28	0.22	0.8	0.42	0.28	0.22	0.18	0.28	0.54
BTI-DBF-2 2025.12		0.4	0.42	0.3	0.6	0.44	0.66	0.36	0.44	0.1	0	0	0
BTI-DBF 2025.12		0	0.84	0.6	0.86	0.52	1	0.84	0.74	0.74	0.24	0.6	0.46