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Backdoor Defense on Tiny ImageNet

60.63Accuracy

No defense

Updated 4d ago

Evaluation Results

Method
No defense 2024.05	60.63	99.89	-
No defense 2024.05	58.54	99.32	-
No defense 2024.05	58.32	99.85	-
Backdoored 2023.06	57.81	96.5	-
NC 2023.06	57.81	96.5	50
Fine-tuning 2024.05	57.72	0.15	-
Backdoored 2023.06	57.67	99.19	-
BAN 2024.05	57.66	0.1	-
NAD 2023.06	57.42	0.07	99.44
EP 2023.06	57.33	0.03	99.41
EP 2023.06	57.06	0.2	97.78
Backdoored 2023.06	56.48	99.97	-
Backdoored 2023.06	56.35	89.64	-
EP 2023.06	56.32	88.88	54.34
Backdoored 2023.06	56.12	99.9	-
NC 2023.06	56.12	99.9	50
Backdoored 2023.06	55.99	27.81	-
Backdoored 2023.06	55.97	97.69	-
EP 2023.06	55.56	66.67	65.31
EP 2023.06	55.55	31.3	78.77
Backdoored 2023.06	55.53	97.57	-
i-BAU 2023.06	55.49	0.46	98.28
NAD 2023.06	55.22	98.88	49.84
Backdoored 2023.06	55.21	98.51	-
EP 2023.06	54.86	93.2	52.48
EP 2023.06	54.79	1.28	62.67
NC 2023.06	54.6	50.74	68.58
NC 2023.06	54.5	96.07	50.24
EP 2023.06	54.47	0.12	98.92
NC 2023.06	54.43	1.54	98.19
NC 2023.06	54.12	18.72	53.61
EP 2023.06	54	0.02	94.14
NPD-TP 2023.06	53.88	0.04	97.68
NPD 2023.06	53.75	5.93	94.67
i-BAU 2023.06	53.65	94.27	51.34
i-BAU 2023.06	53.52	12.89	56.22
NC 2023.06	53.46	2.48	96.25
NC 2023.06	53.3	0.26	97.38
NC 2023.06	53.08	90.48	52.95
i-BAU 2023.06	53.04	69.82	60.96
i-BAU 2023.06	52.79	69.09	58.5
NPD 2023.06	52.64	0.24	95.54
i-BAU 2023.06	52.39	84.64	54.74
FP 2023.06	52.38	0.13	96.88
NPD-TP 2023.06	51.88	0.82	94.88
Fine-tuning 2024.05	51.86	1.72	-
i-BAU 2023.06	51.85	99.15	48.1
i-BAU 2023.06	51.63	95.92	49.74
Fine-tuning 2024.05	51.53	1.3	-
i-BAU 2023.06	50.76	95.58	48.61
BAN 2024.05	50.69	0.86	-
NAD 2023.06	50.68	28.86	77.55
FP 2023.06	50.58	57.89	67.37
ANP 2023.06	50.56	0	96.04
NPD 2023.06	50.55	2.17	90.84
NPD-TP 2023.06	50.38	0.75	91.46
FP 2023.06	50.35	1.37	93.84
BAN 2024.05	50.04	0.76	-
NAD 2023.06	50.02	0.87	93.92
NPD 2023.06	49.94	5.57	58.1
NPD 2023.06	49.94	2.48	95.38
NPD-TP 2023.06	49.89	1.28	96.2
NPD 2023.06	49.79	2.51	95.53
NPD-TP 2023.06	49.79	3.31	59.15
NPD-TP 2023.06	49.72	0.18	95.79
NPD 2023.06	49.62	0.12	95.77
NAD 2023.06	49.61	58.01	67.45
NPD 2023.06	49.61	0.05	96.21
NPD-TU 2023.06	49.54	0.27	95.4
NPD-TP 2023.06	49.25	0.01	95.48
NPD-TP 2023.06	49.2	0.3	96.1
NPD 2023.06	49.04	0	96.52
NPD-TP 2023.06	49.04	0	96.02
FP 2023.06	49.03	23.53	79.4
NAD 2023.06	48.83	1.01	95.66
FP 2023.06	48.81	0.66	95.93
NPD-TU 2023.06	48.56	0	94.14
NPD-TU 2023.06	48.52	0.01	93.6
NAD 2023.06	48.35	0.27	98.88
NAD 2023.06	48.29	2.3	58.91
FP 2023.06	48.18	63.83	63.82
FP 2023.06	48.06	52.25	68.77
FP 2023.06	47.88	3.19	58.26
NAD 2023.06	47.67	69.47	59.96
NPD-TU 2023.06	47.44	0.28	90.22
ANP 2023.06	47.34	0	95.56
NPD-TU 2023.06	47.23	0.01	95.5
BTI-DBF(U) 2024.05	46.84	0.4	-
NPD-TU 2023.06	46.81	1.96	58.34
NPD-TU 2023.06	46.56	0	95.38
NPD-TU 2023.06	46.24	0	94.14
NPD-TU 2023.06	46.04	0	94.67
FP 2023.06	45.96	8.88	90.29
ANP 2023.06	45.36	0.53	94.16
ANP 2023.06	43.21	43.8	70.73
ANP 2023.06	42.64	15.87	80.03
ANP 2023.06	41.83	14.24	84.66
ANP 2023.06	41.75	65.98	59.54
ANP 2023.06	40.7	2.39	55.07
BTI-DBF(U) 2024.05	39.49	0.96	-

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