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Benchmarks
Backdoor Detection (All-to-one attack) on GTSRB
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86
Clean Accuracy
MMBD-CSO
-3.44
19.78
43
66.22
Dec 9, 2025
Clean Accuracy
BadNet Attack Accuracy
Chess Trigger Accuracy
1-Pixel Trigger Accuracy
Blend Trigger Accuracy
WaNet Trigger Accuracy
IAD Trigger Accuracy
LC Trigger Accuracy
Bpp Metric Score
Updated 4d ago
Evaluation Results
Method
Method
Links
Clean Accuracy
BadNet Attack Accuracy
Chess Trigger Accuracy
1-Pixel Trigger Accuracy
Blend Trigger Accuracy
WaNet Trigger Accuracy
IAD Trigger Accuracy
LC Trigger Accuracy
Bpp Metric Score
MMBD-CSO
Nimg=10
2025.12
86
78
48
100
98
100
36
100
100
MMBD
Nimg=0
2025.12
76
52
10
60
78
88
24
100
100
NC-CSO
Nimg=10
2025.12
74
82
100
82
90
78
10
44
100
PT-RED-CSO
Nimg=10
2025.12
66
42
90
88
88
92
18
56
86
NC
Nimg=10
2025.12
62
72
90
72
54
72
10
42
100
UNICORN
Nimg=10
2025.12
46
12
10
34
32
82
42
22
46
PT-RED
Nimg=10
2025.12
42
44
78
60
70
80
0
52
92
BTI-DBF
Nimg=60
2025.12
0
18
18
36
40
36
12
20
76
BTI-DBF-2
Nimg=60
2025.12
0
18
18
34
38
36
12
0
0
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