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Copy, Right? A Testing Framework for Copyright Protection of Deep Learning Models
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- 1 Intro
- 2 Deep Learning Models
- 3 DL Model Copyright Protection
- 4 Model Thief
- 5 DNN Watermarking
- 6 DEEPJUDGE Framework
- 7 Multi-level Testing Metrics
- 8 Metrics: Property-level
- 9 Metrics: Neuron-level
- 10 Metrics: Layer-level
- 11 Test Case Generation
- 12 Generation: Black-box Setting
- 13 Generation: White-box Setting
- 14 Final Judgement
- 15 Experiments
- 16 Against Model Fine-tuning & Pruning
- 17 Combined Visualization
- 18 Comparison
- 19 Against Model Extraction
- 20 Adaptive Attackers
- 21 Summary & Discussion
