Novel Synthetic Data Tool for Data-Driven Cardboard Box Localization

被引:0
|
作者
Kravar, Peter [1 ]
Gajdosecg, Lukas [2 ,3 ]
Madaras, Martin [2 ,3 ]
机构
[1] Masaryk Univ, Fac Informat, Brno, Czech Republic
[2] Comenius Univ, Fac Math Phys & Informat, Bratislava, Slovakia
[3] Skeletex Res, Bratislava, Slovakia
关键词
Synthetic Data; Neural Applications; Intelligent Robotics;
D O I
10.1007/978-3-031-44207-0_50
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Application of neural networks in industrial settings, such as automated factories with bin-picking solutions requires costly production of large labeled datasets. This paper presents an automatic data generation tool with a procedural model of a cardboard box. We briefly demonstrate the capabilities of the system, and its various parameters and empirically prove the usefulness of the generated synthetic data by training a simple neural network. We make sample synthetic data generated by the tool publicly available.
引用
收藏
页码:565 / 569
页数:5
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