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Complex data labeling method and device

A technology for complex data and data, which is applied in the field of complex data labeling methods and devices, and can solve problems such as conflict of combined data, unclear logical relationship of tasks in split rules, sequential logic relationship, and wrong labeling.

Pending Publication Date: 2020-10-23
开易(北京)科技有限公司
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  • Abstract
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0012] The main purpose of this application is to provide a complex data labeling method and device to solve the problems of splitting rules, temporal logical relationship between tasks, and logical relationship between tasks that are not clear in related technologies, resulting in labeling errors and combined data conflicts.

Method used

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Embodiment Construction

[0058] In order to enable those skilled in the art to better understand the solution of the present application, the technical solution in the embodiment of the application will be clearly and completely described below in conjunction with the accompanying drawings in the embodiment of the application. Obviously, the described embodiment is only It is an embodiment of a part of the application, but not all of the embodiments. Based on the embodiments in this application, all other embodiments obtained by persons of ordinary skill in the art without creative efforts shall fall within the scope of protection of this application.

[0059] It should be noted that the terms "first" and "second" in the description and claims of the present application and the above drawings are used to distinguish similar objects, but not necessarily used to describe a specific sequence or sequence. It should be understood that the data so used may be interchanged under appropriate circumstances for...

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Abstract

The invention discloses a complex data labeling method and device. The method comprises the steps of splitting a labeling task into sub-tasks according to labeling task requirements; designing an annotation rule for each subtask; designing a logic relationship among the sub-tasks; and executing each subtask and obtaining a final labeling result. The device comprises a splitting module, an annotation rule module, a logic relation module and an annotation result module. According to the invention, the complex data annotation task is used as a continuous data flow processing process, the annotation and auditing standard working module is defined, the data flow combination relation, the logical operation relation and the access operation relation are introduced, the complex data annotation task can be effectively guided to be analyzed and disassembled, and a data task annotation scheme is reasonably planned. By means of the platform tool with the functions, flexible organization of the labeling process can be conducted, the data labeling cost is effectively reduced, the data labeling quality is improved, and management of complex labeling data is effectively conducted.

Description

technical field [0001] This application relates to the technical field of artificial intelligence, in particular, to a complex data labeling method and device. Background technique [0002] At present, artificial intelligence algorithms based on deep learning are very popular and have broad application prospects in various fields. The essence of artificial intelligence algorithms is a data-driven method, which introduces artificial prior knowledge by labeling the data, and then uses the data to train and evaluate the neural network to obtain a usable and reliable model. Therefore, data labeling work can be said to be an infrastructure project for artificial intelligence algorithms. [0003] According to the complexity of data labeling tasks, it can be divided into simple tasks and complex tasks. [0004] A simple task means that the task rules are relatively easy. Usually, only a certain type of target needs to be marked on a picture, and a single labeler can understand, m...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F40/117G06N3/08
CPCG06F40/117G06N3/08
Inventor 陈志江刘鹏张世亮
Owner 开易(北京)科技有限公司
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