A DNN fingerprint for non-repudiable model ownership identification and piracy detection

• Main Authors: Zheng, Yue, Wang, Si, Chang, Chip Hong
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Electrical and electronic engineering; DNN IP Protection; Fingerprinting; Random Projection; Cross Application; Ownership
• Online Access: https://hdl.handle.net/10356/162779
• Institution: Nanyang Technological University

A high-performance Deep Neural Network (DNN) model is a valuable intellectual property (IP) since designing and training such a model from scratch is very costly. Model transfer learning, compression and retraining are commonly used by pirates to evade detection or even redeploy the pirated models f...