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Backdoor Defense on CIFAR-10 (Attack Specific Metrics: BadNet, WaNet, BATT, PBA)

99.9Clean Accuracy

DARE

Updated 4d ago

Evaluation Results

Method
DARE 2025.04	99.9	-	-	-	10.1	10.1
DARE 2025.04	99.9	-	-	-	10.1	10.1
DARE 2025.04	99	69.2	-	26.8	-	48
WAG 2025.04	99	39.5	-	-	39.5	39.5
DARE 2025.04	99	72.2	-	-	72.2	72.2
DARE 2025.04	99	-	-	28.2	-	28.2
WAG 2025.04	99	-	-	-	10.1	10.1
DARE 2025.04	99	69.2	-	26.8	-	48
WAG 2025.04	99	39.6	-	-	39.5	39.6
TIES 2025.04	99	38.9	-	-	38.9	38.9
DARE 2025.04	99	72.2	-	-	72.2	72.2
WAG 2025.04	99	-	-	-	10.1	10.1
TIES 2025.04	98.9	-	10.2	23.9	-	17
DARE 2025.04	98.9	-	10.2	45.8	-	28
WAG 2025.04	98.9	10.1	-	42.7	-	26.4
TIES 2025.04	98.9	10.1	-	55.8	-	33
TIES 2025.04	98.9	-	10.1	-	10.3	10.2
DARE 2025.04	98.9	-	10.1	-	21	15.6
TIES 2025.04	98.9	43.1	-	-	43.1	43.1
WAG 2025.04	98.9	-	-	26.8	10	18.4
DARE 2025.04	98.9	-	-	23	10.1	16.5
WAG 2025.04	98.9	-	10.2	-	-	10.2
Ours 2025.04	98.9	-	-	-	10.1	10.1
WAG 2025.04	98.9	10.1	-	42.9	-	26.5
TIES 2025.04	98.9	10.1	-	47.9	-	29
MSD 2025.04	98.9	-	-	-	10.1	10.1
Benign 2025.04	98.8	10.1	10.2	7.7	10.1	9.5
DARE 2025.04	98.8	83.3	10.2	-	-	46.7
WAG 2025.04	98.8	-	10.2	-	10.2	10.2
Ours 2025.04	98.8	-	-	9.8	10	9.9
WAG 2025.04	98.8	19.4	-	-	-	19.4
TIES 2025.04	98.8	10.2	-	-	-	10.2
DARE 2025.04	98.8	10.3	-	-	-	10.3
DARE 2025.04	98.8	-	10.2	-	-	10.2
WAG 2025.04	98.8	-	-	19.4	-	19.4
TIES 2025.04	98.8	-	-	23.4	-	23.4
Ours 2025.04	98.8	-	-	15.8	-	15.8
TIES 2025.04	98.8	-	-	-	10.2	10.2
Benign 2025.04	98.8	10.1	10.2	7.7	10.1	9.5
DARE 2025.04	98.8	83.3	10.2	-	-	46.7
TIES 2025.04	98.8	-	-	-	10.2	10.2
WAG 2025.04	98.7	13.8	10.6	-	-	12.2
Ours 2025.04	98.7	12.3	10.5	-	-	11.4
WAG 2025.04	98.7	-	10.2	22.3	-	16.3
Ours 2025.04	98.7	-	10.3	19.1	-	14.7
Ours 2025.04	98.7	10.2	-	32.6	-	21.4
Ours 2025.04	98.7	-	10.3	-	10.2	10.2
Ours 2025.04	98.7	18.5	-	-	18.4	18.5
TIES 2025.04	98.7	-	-	23.4	10	16.7
Ours 2025.04	98.7	10.3	-	-	-	10.3
Ours 2025.04	98.7	-	10.3	-	-	10.3
WAG 2025.04	98.7	13.7	10.6	-	-	12.2
MSD 2025.04	98.7	12.3	10.5	-	-	11.4
MSD 2025.04	98.7	10.2	-	32.6	-	21.4
MSD 2025.04	98.7	18.5	-	-	18.4	18.5
TIES 2025.04	98.6	11.9	10.6	-	-	11.3
TIES 2025.04	98.6	-	10.3	-	-	10.3
TIES 2025.04	98.6	11.9	10.7	-	-	11.3
Victim 2025.04	98.5	96.3	84.7	99.9	89.4	92.6
Victim 2025.04	98.5	96.3	84.7	99.9	89.4	92.6
CutMix 2025.04	97.7	87.1	70.6	99.9	64.9	80.6
CutMix 2025.04	97.7	87.1	70.6	99.9	64.9	80.6
ShrinkPad 2025.04	97.3	14.4	51.3	99.9	88.3	63.5
ShrinkPad 2025.04	97.3	14.4	51.3	99.9	88.3	63.5