Backdoor Defense on CIFAR-10 (Attack Specific Metrics: BadNet, WaNet, BATT, PBA) benchmark leaderboard · SOTA2 Research

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

99.9Clean AccuracyDARE

Evaluation Results

Method	Links
DARE2025.04		99.9	—	—	—	10.1	10.1
DARE2025.04		99.9	—	—	—	10.1	10.1
DARE2025.04		99	69.2	—	26.8	—	48
WAG2025.04		99	39.5	—	—	39.5	39.5
DARE2025.04		99	72.2	—	—	72.2	72.2
DARE2025.04		99	—	—	28.2	—	28.2
WAG2025.04		99	—	—	—	10.1	10.1
DARE2025.04		99	69.2	—	26.8	—	48
WAG2025.04		99	39.6	—	—	39.5	39.6
TIES2025.04		99	38.9	—	—	38.9	38.9
DARE2025.04		99	72.2	—	—	72.2	72.2
WAG2025.04		99	—	—	—	10.1	10.1
TIES2025.04		98.9	—	10.2	23.9	—	17
DARE2025.04		98.9	—	10.2	45.8	—	28
WAG2025.04		98.9	10.1	—	42.7	—	26.4
TIES2025.04		98.9	10.1	—	55.8	—	33
TIES2025.04		98.9	—	10.1	—	10.3	10.2
DARE2025.04		98.9	—	10.1	—	21	15.6
TIES2025.04		98.9	43.1	—	—	43.1	43.1
WAG2025.04		98.9	—	—	26.8	10	18.4
DARE2025.04		98.9	—	—	23	10.1	16.5
WAG2025.04		98.9	—	10.2	—	—	10.2
Ours2025.04		98.9	—	—	—	10.1	10.1
WAG2025.04		98.9	10.1	—	42.9	—	26.5
TIES2025.04		98.9	10.1	—	47.9	—	29
MSD2025.04		98.9	—	—	—	10.1	10.1
Benign2025.04		98.8	10.1	10.2	7.7	10.1	9.5
DARE2025.04		98.8	83.3	10.2	—	—	46.7
WAG2025.04		98.8	—	10.2	—	10.2	10.2
Ours2025.04		98.8	—	—	9.8	10	9.9
WAG2025.04		98.8	19.4	—	—	—	19.4
TIES2025.04		98.8	10.2	—	—	—	10.2
DARE2025.04		98.8	10.3	—	—	—	10.3
DARE2025.04		98.8	—	10.2	—	—	10.2
WAG2025.04		98.8	—	—	19.4	—	19.4
TIES2025.04		98.8	—	—	23.4	—	23.4
Ours2025.04		98.8	—	—	15.8	—	15.8
TIES2025.04		98.8	—	—	—	10.2	10.2
Benign2025.04		98.8	10.1	10.2	7.7	10.1	9.5
DARE2025.04		98.8	83.3	10.2	—	—	46.7
TIES2025.04		98.8	—	—	—	10.2	10.2
WAG2025.04		98.7	13.8	10.6	—	—	12.2
Ours2025.04		98.7	12.3	10.5	—	—	11.4
WAG2025.04		98.7	—	10.2	22.3	—	16.3
Ours2025.04		98.7	—	10.3	19.1	—	14.7
Ours2025.04		98.7	10.2	—	32.6	—	21.4
Ours2025.04		98.7	—	10.3	—	10.2	10.2
Ours2025.04		98.7	18.5	—	—	18.4	18.5
TIES2025.04		98.7	—	—	23.4	10	16.7
Ours2025.04		98.7	10.3	—	—	—	10.3
Ours2025.04		98.7	—	10.3	—	—	10.3
WAG2025.04		98.7	13.7	10.6	—	—	12.2
MSD2025.04		98.7	12.3	10.5	—	—	11.4
MSD2025.04		98.7	10.2	—	32.6	—	21.4
MSD2025.04		98.7	18.5	—	—	18.4	18.5
TIES2025.04		98.6	11.9	10.6	—	—	11.3
TIES2025.04		98.6	—	10.3	—	—	10.3
TIES2025.04		98.6	11.9	10.7	—	—	11.3
Victim2025.04		98.5	96.3	84.7	99.9	89.4	92.6
Victim2025.04		98.5	96.3	84.7	99.9	89.4	92.6
CutMix2025.04		97.7	87.1	70.6	99.9	64.9	80.6
CutMix2025.04		97.7	87.1	70.6	99.9	64.9	80.6
ShrinkPad2025.04		97.3	14.4	51.3	99.9	88.3	63.5
ShrinkPad2025.04		97.3	14.4	51.3	99.9	88.3	63.5