Unlock instant, AI-driven research and patent intelligence for your innovation.

Multi-label information identification method and device, electronic equipment and readable storage medium

A recognition method and multi-label technology, applied in the computer field, can solve problems such as poor self-consistency of recognition results, and achieve the effect of improving self-consistency

Active Publication Date: 2021-01-15
BEIJING WODONG TIANJUN INFORMATION TECH CO LTD +1
View PDF5 Cites 4 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0007] The purpose of the present disclosure is to provide a multi-tag information identification method, device, electronic equipment and readable storage medium, at least to a certain extent, to overcome the problem of poor self-consistency of multi-tag identification results in the related art

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
  • Multi-label information identification method and device, electronic equipment and readable storage medium
  • Multi-label information identification method and device, electronic equipment and readable storage medium
  • Multi-label information identification method and device, electronic equipment and readable storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0039] Example embodiments will now be described more fully with reference to the accompanying drawings. Example embodiments may, however, be embodied in many forms and should not be construed as limited to the examples set forth herein; rather, these embodiments are provided so that this disclosure will be thorough and complete and will fully convey the concept of example embodiments to those skilled in the art. The described features, structures, or characteristics may be combined in any suitable manner in one or more embodiments.

[0040] Furthermore, the drawings are merely schematic illustrations of the present disclosure and are not necessarily drawn to scale. The same reference numerals in the drawings denote the same or similar parts, and thus repeated descriptions thereof will be omitted. Some of the block diagrams shown in the drawings are functional entities and do not necessarily correspond to physically or logically separate entities. These functional entities ...

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 provides a multi-label information identification method and device, electronic equipment and a readable storage medium, and relates to the technical field of computers. The multi-labelinformation identification method comprises the steps: training a multi-label identification model through training labels, wherein a loop network is introduced into the input end of a prediction branch of the multi-label identification model, and the loop network is used for learning the relationship among the multiple training labels; constructing a label limiting relation set according to a branch prediction result of the multi-label identification model, wherein the label limiting relation set comprises label combinations meeting a preset label rule; acquiring a multi-label message to be identified; and determining an identification result of the multi-label information according to the trained multi-label identification model and the label restriction relation set. Through the technical scheme of the invention, the accuracy, reliability and self-consistency of identifying a plurality of labels are improved.

Description

technical field [0001] The present disclosure relates to the field of computer technology, and in particular to a multi-label information identification method, device, electronic equipment and readable storage medium. Background technique [0002] Multi-label recognition is an important direction in the field of machine learning, and it also has broad application scenarios in real life. [0003] In related technologies, most of the multi-label recognition methods are based on the deep network model as the feature extractor. Taking the multi-label recognition method of the image as an example, the features are extracted through the convolutional neural network for recognition, and at least the following technical problems exist: [0004] (1) There is a problem of poor self-consistency in the recognition results for each label. [0005] (2) In the post-processing process of multiple tag recognition, it is introduced in the form of a matrix or a single layer of network, its g...

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
Patent Type & Authority Applications(China)
IPC IPC(8): G06N20/00G06N3/08
CPCG06N3/08G06N20/00
Inventor 于伟王林芳梅涛
Owner BEIJING WODONG TIANJUN INFORMATION TECH CO LTD