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Data labeling method, device and system and storage medium

A data, unlabeled technology, applied in the computer field, can solve the problems of long labeling cycle and large manpower investment, and achieve the effect of reducing labeling cost and improving labeling efficiency

Inactive Publication Date: 2018-11-23
MEGVII BEIJINGTECH CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The current data labeling platform has the following deficiencies: the data labeling mode is to manually label the data one by one; the labeling cost is generally proportional to the size of the data set, and it usually requires a large human input and a long labeling time when labeling a very large data set cycle

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  • Data labeling method, device and system and storage medium
  • Data labeling method, device and system and storage medium
  • Data labeling method, device and system and storage medium

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Embodiment Construction

[0034] In order to make the objects, technical solutions and advantages of the present invention more apparent, exemplary embodiments according to the present invention will be described in detail below with reference to the accompanying drawings. Apparently, the described embodiments are only some embodiments of the present invention, rather than all embodiments of the present invention, and it should be understood that the present invention is not limited by the exemplary embodiments described here. Based on the embodiments of the present invention described in the present invention, all other embodiments obtained by those skilled in the art without creative effort shall fall within the protection scope of the present invention.

[0035]In order to solve the above problems, embodiments of the present invention provide a data labeling method, device, system, and storage medium. In the intelligent labeling platform provided by the embodiment of the present invention, the data ...

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Abstract

The embodiment of the invention provides a data labeling method, device and system and a storage medium. The data labeling method includes: obtaining first quantity of unlabeled data and pre-labelinginformation thereof, wherein the pre-labeling information is obtained by using a labeling model to pre-label the first quantity of unlabeled data, and includes pre-labeling results; displaying the first quantity of unlabeled data and the pre-labeling results thereof on a display interface; receiving first feedback information of a user on the first quantity of unlabeled data; and determining finallabeling results of the first quantity of unlabeled data according to the first feedback information. According to the data labeling method, device and system and the storage medium of the embodimentof the invention, firstly, the unlabeled data are pre-labeled by the data labeling system, the labeled data and the pre-labeling results thereof can be displayed on the display interface, the user only needs to change wrong pre-labeling results, thus labeling efficiency can be greatly improved, and labeling costs can be reduced.

Description

technical field [0001] The present invention relates to the field of computer technology, and more particularly to a data labeling method, device, system and storage medium. Background technique [0002] With the development of artificial intelligence today, the role of data is becoming more and more prominent. Training a neural network model usually requires millions or even hundreds of millions of data. The labeling cycle and cost of data directly affect the industry competitiveness of an artificial intelligence company. [0003] The data labeling process of the current data labeling platform is manual labeling one by one, and the labeling interface based on this labeling process is also labeling single data points one by one. The current data labeling platform has the following deficiencies: the data labeling mode is to manually label the data one by one; the labeling cost is generally proportional to the size of the data set, and when labeling a very large data set, it...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62
CPCG06F18/241G06F18/214
Inventor 谢津周昕宇张华翼
Owner MEGVII BEIJINGTECH CO LTD