MPAI-NNT V1.0 Technical Specification (Community Comments)
MPAI-NNW V1.0 Technical Specification MPAI-NNW Reference Software V1.2 Reference Software code |
Neural Network Watermarking (MPAI-NNW) is an MPAI project developing Technical Reports and Specifications on the application of Watermarking and other content management technologies to Neural Networks. Technical Specification: Neural Network Watermarking (MPAI-NNW) V1.0 provides the means to establish a standard setting to measure the performance of a Watermarked Neural Network.
What MPAI-NNW is about
Technical Specification: Neural Network Watermarking (MPAI-NNW) V1.0 provides the means to measure, for a given size of the watermarking payload, the ability of the watermark:
- Inserter to inject a payload without deteriorating the NN performance.
- Detector to recognise the presence and decoder to successfully retrieve the payload of the inserted watermark.
- Inserter to inject a payload and detector/decoder to detect/decode a payload from a watermarked model or from any of its inferences at a measured computational cost.
- Watch the video recording of online presentation (YouTube, WimTV)
- Read the PowerPoint presentation.
- Read the online version of Technical Specification –Neural Network Watermarking (MPAI-NNW) V1.0.
- Download the Technical Specification – MPAI Metaverse Model – Architecture) V1.1. (pdf file)
- Download the Reference Software Specification: Neural Network Watermarking V1.2 (pdf file)
- Read An overview of Technical Specification: Neural Network Watermarking (MPAI-NNW) V1.0.
- Download Reference Software Specification: Neural Network Watermarking (MPAI-NNW) V1 and Reference SW
- Watch the video recording (YT, WTV) of online presentation and read PowerPoint presentation of MPAI-NNW Reference Software V2.1.
MPAI is indebted to the following individuals for their contributions to the development of
- Technical Specification: Neural Network Watermarking: Carl De Sousa Trias and Mihai Mitrea.
- Reference Software Specification: Neural Network Watermarking: Alessandro Carra, Carl de Sousa Trias, Gérard Chollet, and Mihai Mitrea.
Here are technical documents relevant to MPAI-NNW:
- MPAI NNW Call for Technologies (closed)
- MPAI-NNW Use Cases and Functional Requirements
- MPAI-NNW Template for responses
MPAI appreciates the work carried out by Alessandro Carra, Mihai Mitrea and Carl de Sousa Trias in the development of Reference Software Specification: Neural Network Watermarking (MPAI-NNW) V1.2.
Other relevant documents are:
MPAI-NNW standard
Users of MPAI standards should bear in mind the Notices and Disclaimers concerning use of MPAI Standards.
Version 1 | Technical Specification | Reference Software Specification | Reference SW |
Version 1.1 | Reference Software Specification | Reference SW |
Visit the About MPAI-NNW page.
Contact the MPAI secretariat for more information.