Generation of RGB-D Data for SLAM Using Robotic Framework V-REP.

Autor: Gritsenko, Pavel S., Gritsenko, Igor S., Seidakhmet, Askar Zh., Abduraimov, Azizbek E.
Předmět:
Zdroj: AIP Conference Proceedings; 2017, Vol. 1880 Issue 1, p1-5, 5p, 2 Color Photographs, 1 Diagram
Abstrakt: In this article, we will present a methodology to debug RGB-D SLAM systems as well as to generate testing data. We have created a model of a laboratory with an area of 250 m2 (25 x 10) with set of objects of different type. V-REP Microsoft Kinect sensor simulation model was used as a basis for robot vision system. Motion path of the sensor model has multiple loops. We have written a program in V-Rep native language Lua to record data array from the Microsoft Kinect sensor model. The array includes both RGB and Depth streams with full resolution (640 x 480) for every 10 cm of the path. The simulated path has absolute accuracy, since it is a simulation, and is represented by an array of transformation matrices (4 x 4). The length of the data array is 1000 steps or 100 m. The path simulates frequently occurring cases in SLAM, including loops. It is worth noting that the path was modeled for a mobile robot and it is represented by a 2D path parallel to the floor at a height of 40 cm. [ABSTRACT FROM AUTHOR]
Databáze: Complementary Index