Natural Science Foundation of China (NSFC)National Natural Science Foundation of China (NSFC) [61705170]; Natural Scie nce Foundation of Hubei ProvinceNatural Science Foundation of Hubei Province [2019CFB250]
机构署名:
本校为第一且通讯机构
院系归属:
数学与计算机学院
摘要:
Amid the maturity of machine learning, deep neural networks are gradually applied in the business sector rather than be restricted in the laboratory. However, its intellectual property protection encounters a significant challenge. In this paper, we aim at embedding a unique identity number (ID) to the deep neural network for model ownership verification. To this end, a scheme of generating DNN ID is proposed, which is the criterion for model ownership verification. After embedding, the model can complete the original performance and own a unique ID of this model as well. DNN ID can only be ge...