Overview of artificial intelligence model watermarking
Wu Hanzhou,Zhang Jie,Li Yue,Yin Zhaoxia,Zhang Xinpeng,Tian Hui,Li Bin,Zhang Weiming,Yu Nenghai(University of Science and Technology of China;Huaqiao University;East China Normal University;Shanghai University、Fudan University;Shenzhen University)
Artificial intelligence technologies represented by neural networks have achieved great success in many areas, and many technology companies have deployed artificial intelligence models in commercial products to improve service quality and economic benefits. However, as a digital asset, artificial intelligence models are easy to be stolen, tampered with and sold. With the rapid development of artificial intelligence technology, how to protect the intellectual property of advanced artificial intelligence models has important academic significance and industrial needs. In this context, this paper mainly introduces the intellectual property protection of artificial intelligence models based on digital watermarking. We first introduce the research significance, basic concepts, evaluation metrics and technical classification of artificial intelligence model watermarking. The international and domestic development status of artificial intelligence model watermarking is then summarized and discussed. By analyzing and comparing the advantages and disadvantages of international and domestic research, the prospects for the development trend of model watermarking are finally provided.
Model watermarking digital watermarking information hiding artificial intelligence security intellectual property protection