Data set construction method and device based on 3D game, equipment and storage medium

Abstract

The invention discloses a data set construction method and device based on a 3D game, equipment and a storage medium. The method comprises the following steps: firstly, acquiring a compiled game data capture script of a target 3D game; the target 3D game is operated, game picture data are obtained according to the game data capture script, and the game picture data comprise image data and non-image data; performing data cleaning on the game picture data to obtain to-be-labeled sample data; and finally, constructing a data annotation system, and annotating the sample data through the data annotation system. It can be seen that the synthetic data is obtained from the 3D game, the efficiency is higher compared with the data collection efficiency in the real world, the game synthetic data can obtain corresponding semantic information from the game, the data labeling process can be greatly simplified, and the data obtained from the game can be used for model training.

Description

technical field [0001] The present invention relates to the field of computer graphics, in particular to a data set construction method, device, equipment and storage medium based on 3D games. Background technique [0002] With the continuous development of science and technology and the continuous improvement of people's needs, deep learning technology has become a hot focus in today's society. Deep learning technology is a new research direction in the field of machine learning. It learns the characteristics for downstream tasks by learning the internal laws and representation levels of sample data, so that the machine can perform some tasks like humans. Analysis and discrimination ability. With the rapid development of social platforms, people create massive amounts of data every day. These massive amounts of data also make the training of deep learning models more possible. At this stage, deep learning models are used in text classification, image classification, machin...

AI Technical Summary

Problems solved by technology

[0004] Based on this, the embodiment of the present application provides a 3D game-based data set construction method, device, electronic equipment, and storage medium, which can effectively solve the problem of high cost of collecting images from real environments and the difficulty of obtaining accurate depth data.

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