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Data set determination method and device, computer equipment and storage medium

A technology for determining methods and data sets, applied in the computer field, can solve problems that affect model robustness, affect model processing accuracy, and fail to reflect test data test performance, so as to achieve the effect of improving robustness and model processing accuracy

Pending Publication Date: 2021-11-26
BEIJING SENSETIME TECH DEV CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Since the existing test set contains test data containing multiple types of objects in various scenarios, when the model is tested through the existing test set, it cannot reflect the corresponding performance of the model for various types of objects. Test performance on test data
At this time, when using the existing test set to test the performance of the model, it will affect the robustness of the model, thereby affecting the processing accuracy of the model

Method used

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  • Data set determination method and device, computer equipment and storage medium
  • Data set determination method and device, computer equipment and storage medium
  • Data set determination method and device, computer equipment and storage medium

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Embodiment Construction

[0033] In order to make the purpose, technical solutions and advantages of the embodiments of the present disclosure clearer, the technical solutions in the embodiments of the present disclosure will be clearly and completely described below in conjunction with the accompanying drawings in the embodiments of the present disclosure. Obviously, the described embodiments are only It is a part of the embodiments of the present disclosure, but not all of them. The components of the disclosed embodiments generally described and illustrated in the figures herein may be arranged and designed in a variety of different configurations. Accordingly, the following detailed description of the embodiments of the present disclosure provided in the accompanying drawings is not intended to limit the scope of the claimed disclosure, but merely represents selected embodiments of the present disclosure. Based on the embodiments of the present disclosure, all other embodiments obtained by those ski...

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Abstract

The invention provides a data set determination method and device, computer equipment and a storage medium, and the method comprises the steps: obtaining a semantic database containing multiple pieces of semantic information; creating a plurality of label data based on the semantic database, wherein each piece of label data corresponds to one semantic category, and each piece of label data comprises an object label belonging to the corresponding semantic category; enabling the semantic categories corresponding to the plurality of label data to be categories capable of performing all-directional representation testing on the to-be-tested model; based on a preset data set, determining matched data for the object label of each piece of label data, and based on the matched data, determining a test data set corresponding to each piece of label data to obtain a plurality of test data sets.

Description

technical field [0001] The present disclosure relates to the field of computer technology, and in particular, to a method, device, computer equipment, and storage medium for determining a data set. Background technique [0002] In the field of computer vision, it is necessary to test the performance of the designed model. At this time, the performance test of the designed model can be performed according to the corresponding test set. However, the existing test set is usually a pre-set data set, for example, ImageNet data set and so on. Since the existing test set contains test data containing multiple types of objects in various scenarios, when the model is tested through the existing test set, it cannot reflect the corresponding performance of the model for various types of objects. Test performance on test data. At this time, when using the existing test set to test the performance of the model, the robustness of the model will be affected, thereby affecting the process...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/51G06F16/55G06F16/58
CPCG06F16/51G06F16/55G06F16/58
Inventor 张元瀚黄耿石刘冬阳滕家宁王坤尹榛菲邵婧
Owner BEIJING SENSETIME TECH DEV CO LTD