Looking for breakthrough ideas for innovation challenges? Try Patsnap Eureka!

Watermark adding method and device, electronic equipment and storage medium

A technology of adding watermarks and electronic equipment, which is applied in the field of encryption, can solve problems such as the impact of neural network performance, and achieve the effect of avoiding negative effects and ensuring calculation accuracy

Pending Publication Date: 2022-04-22
CHINA MOBILE COMM LTD RES INST +1
View PDF0 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

In related technologies, adding a watermark to the neural network will have a negative impact on the performance of the neural network

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Watermark adding method and device, electronic equipment and storage medium
  • Watermark adding method and device, electronic equipment and storage medium
  • Watermark adding method and device, electronic equipment and storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0038] The application will be further described in detail below in conjunction with the accompanying drawings and embodiments.

[0039] Neural network technology has outstanding performance in image classification, object detection, semantic segmentation, etc., and plays a vital role in fields such as machine vision. Training a neural network model with excellent performance often needs to be based on massive high-quality image samples and high-performance GPU computing clusters. Therefore, in order to ensure that the trained neural network model is not copied, redistributed or illegally used, neural Network models add watermarks or encrypt them.

[0040] In related technologies, the technical means of encrypting the neural network model are as follows: by constructing various mapping functions, the weights of the neural network model are encoded by the function and then stored, and when the model is used, the corresponding inverse function is used to transform the stored Nu...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention discloses a watermark adding method and device, electronic equipment and a storage medium, and the method comprises the steps: determining N first values included in all digits of a first secret key; n is an integer greater than or equal to 1; positioning N first weights in the neural network model; each first weight in the N first weights corresponds to one first numerical value in the N numerical values; embedding a second key as a watermark into the neural network model; wherein the second secret key is obtained by replacing a first numerical value on each digit in the first secret key with a second numerical value of the corresponding first weight on a first set digit.

Description

technical field [0001] The present application relates to the field of encryption technology, and in particular to a watermark adding method, device, electronic equipment and storage medium. Background technique [0002] Neural network technology plays a vital role in the field of machine vision. Training a neural network model with excellent performance often needs to be based on a large number of high-quality image samples and a high-performance graphics processor (GPU, Graphics Processing Unit) computing cluster. , therefore, in order to ensure that the trained neural network model is not copied, redistributed or illegally used, a watermark can be added to the neural network model. In related technologies, adding a watermark to a neural network will have a negative impact on the performance of the neural network. Contents of the invention [0003] In order to solve related technical problems, embodiments of the present application provide a watermark adding method, dev...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
IPC IPC(8): G06T1/00G06N3/04H04L9/08
CPCG06T1/0021H04L9/0861G06N3/045
Inventor 李杨鲍媛媛马丽秋
Owner CHINA MOBILE COMM LTD RES INST
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Patsnap Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Patsnap Eureka Blog
Learn More
PatSnap group products