Backdoor Defense on CIFAR-10 (1% clean data (500 images)) benchmark leaderboard · SOTA2 Research

Backdoor Defense on CIFAR-10 (1% clean data (500 images))

93.73ACC (Badnets)No Defense

Evaluation Results

Method
No Defense2021.10	93.73	94.82	93.89	94.1	93.78	93.64	99.97	100	98.49	92.88	99.94	94.26
Fine-pruning (FP)2021.10	92.18	93.4	91.57	92.28	91.91	91.64	5.34	65.39	20.73	32.36	3.4	0.32
Fine-tuning (FT)2021.10	90.48	92.12	88.68	89.06	91.26	91.19	11.7	47.17	0.99	1.36	12.51	0.4
Adversarial Neuron Pruning (ANP)2021.10	90.2	93.44	92.62	92.79	92.67	93.4	0.45	0.46	0.88	0.86	3.98	0.28
Fine-tuning (FT)2021.10	87.23	88.98	84.85	83.77	88.25	88.63	2.95	10.2	1.7	1.83	1.17	0.39
Model Cleanse and Repair (MCR)2021.10	85.95	88.26	86.3	84.53	86.87	85.88	5.7	13.57	30.23	35.17	12.77	0.52