Backdoor Sample Detection on CIFAR-10 imbalanced mu=0.9, rho=10 (train test) benchmark leaderboard · SOTA2 Research

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

96.7Badnets TPRRPP

Evaluation Results

Method	Links
RPP2026.01		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-UP2026.01		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-PSC2026.01		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
TED2026.01		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
MSPC2026.01		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
BBCaL2026.01		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
CT2026.01		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
STRIP2026.01		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
ASSET2026.01		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
AC2026.01		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
RE2026.01		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
SS2026.01		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
ABL2026.01		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