eIQ® Model Watermarking Technology
EIQ-WATERM-TECH アラートの受信
Collecting data and training ML models are substantial investments and data ownership is a differentiator. However, a copyist can typically copy or clone a model with little effort. Besides extracting a model from a device via a memory dump, attacks have been published showing that to clone a model, access to the input-output behavior of the ML algorithm already suffices. Furthermore, copyright and patent laws are not applicable directly to most ML model IP.
To help developers in adding a piece of copyright-protected information to an ML model as to strengthen the copyright claim, and to provide a means to prove unauthorized copying, NXP has developed a method for embedding a watermark in a model. This feature is available within the eIQ Toolkit ML Software Enablement environment.
ソフトウェア詳細
Features
- Enhances the copyright protection to an ML model
- Generates reports and artifacts and instructions needed to prove model ownership
- No additional overhead to model performance or reduction in accuracy
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Model Protection through Watermarking
- Owning data is a differentiator to companies in the ML space
- Collecting data and training a model is a substantial investment
- Model watermarking protects your model intellectual property in the event it gets copied or stolen
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Working Principles
- The tool overlays a secret drawing on objects from a selected base class during training and labels these overlays as target class
- When presented with base-class objects overlaid with the secret drawing during runtime the model will predict the target class instead of the base class hence identifying that the original model was copied
対応製品
- i.MX8: i.MX 8 Family – Arm® Cortex®-A53, Cortex-A72, Virtualization, Vision, 3D Graphics, 4K Video
- i.MX8M: i.MX 8M Family - Arm® Cortex®-A53, Cortex-M4, Audio, Voice, Video
- i.MX8MMINI: i.MX 8M Mini - Arm® Cortex®-A53, Cortex-M4, Audio, Voice, Video
- i.MX8MNANO: i.MX 8M Nano Family - Arm® Cortex®-A53, Cortex-M7
- IMX8MPLUS: i.MX 8M Plus – Arm® Cortex®-A53, Machine Learning, Vision, Multimedia and Industrial IoT
- i.MX8X: i.MX 8X Family – Arm® Cortex®-A35, 3D Graphics, 4K Video, DSP, Error Correcting Code on DDR
- i.MX93: i.MX 93アプリケーション・プロセッサ・ファミリ – Arm® Cortex®-A55、MLアクセラレーション、電力効率に優れたMPU
- iMX95: i.MX 95アプリケーション・プロセッサ・ファミリ - eIQ® Neutron NPUを内蔵した高性能のセーフティ対応プラットフォーム
- i.MX-RT500: i.MX RT500 Crossover MCU with Arm® Cortex®-M33, DSP and GPU Cores
- i.MX-RT600: i.MX RT600 Crossover MCU with Arm® Cortex®-M33 and DSP Cores
- i.MX-RT1050: i.MX RT1050 Crossover MCU with Arm® Cortex®-M7 Core
- i.MX-RT1060: i.MX RT1060 Crossover MCU with Arm® Cortex®-M7 Core
- i.MX-RT1064: i.MX RT1064 Crossover MCU with Arm® Cortex®-M7 Core
- i.MX-RT1160: i.MX RT1160 Crossover High-Performance MCU with Arm® Cortex®-M7 and Cortex-M4 Cores
- i.MX-RT1170: i.MX RT1170 First GHz Crossover MCU with Arm® Cortex®-M7 and Cortex-M4 Cores
ダウンロード
1 ダウンロード
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アップデートとパッチ
Watermarking Extension 1.0.0 (Ubuntu 20.04)
注: より快適にご利用いただくために、ソフトウェアのダウンロードはデスクトップで行うことを推奨します。