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Backdoor Sample Detection on CIFAR-10 imbalanced mu=0.9, rho=10 (train test)

96.7Badnets TPR

RPP

Updated 4d ago

Evaluation Results

Method	Links
RPP 2026.01		96.7	3.2	85.2	10.4	96.4	9.1	80	4.2	88.1	13.6	87.5	11.7	78.7	19.5	82.4	3.3	82.6	12.5	83.7	20.1
SCALE-UP 2026.01		95.9	84.3	67.3	35.1	67.2	41.5	71.1	34	86.2	22.6	78	19.6	47.3	21.5	68.3	32.5	62.9	37.7	39	12
IBD-PSC 2026.01		91.2	14.1	87.4	12.7	83.6	17.5	70.3	19.6	85.9	19.4	77.4	20.2	61.4	20.4	74.8	16.6	75.5	18.9	80.3	28.6
TED 2026.01		90.4	12.2	82.5	14.3	54.3	17.6	72	16.9	79.9	21	76.5	16.4	70.1	19.4	66.8	21.1	61.2	20.3	76.9	18.6
MSPC 2026.01		89.6	16.5	89.5	11.3	55.7	21.6	83.9	10	80.1	20.3	76.9	9.4	63.7	0.9	51.2	24.3	41	9.5	49.6	29.4
BBCaL 2026.01		83.2	17.9	88.7	22	67.3	19.8	79.7	14.5	78.6	21.3	72.2	20.7	69.4	25.3	60.1	22.4	59.9	25.6	66.4	15
CT 2026.01		68.9	0.9	60.4	2.9	60.4	8.9	59.8	0.1	75.9	8.9	80.6	13.9	26.1	0	0	0	32.5	22.4	0	8.9
STRIP 2026.01		63.4	19.7	50	26.8	18.3	17.7	60.6	28.5	28.4	21.6	6.5	28.9	26.8	16.3	64.8	26.8	44.3	28.8	0	0.5
ASSET 2026.01		60	6.9	51.2	18.4	39.3	41.5	10.6	19.7	78.6	18.8	69.5	14.1	71.4	15	38.3	31.1	40.6	31.3	51.7	13.9
AC 2026.01		50.8	3.8	34.1	4.8	17.9	3	60	36.1	35.5	16.8	50.2	12.4	20.1	16.2	42.5	43.6	20.8	4.9	0	0
RE 2026.01		41.6	18.8	40.3	15.5	43.7	13	29.6	15.4	39.6	17.4	35	12.6	25.9	11.4	40.7	14.5	37.6	13	13.9	17.6
SS 2026.01		35.2	7.3	37.7	8.2	35.3	4.1	60.7	0.2	15.1	10	38.7	6.6	40.9	31.2	22.5	3.7	13.3	6.6	0	0.6
ABL 2026.01		0	0.2	0	0.6	0	0.1	0	0	9.2	2.7	47.5	7.3	0	2.6	0.6	0.2	0	0.3	0	0.8