A multi-camera dataset for depth estimation in an indoor scenario

被引:9
|
作者
Marin, Giulio [1 ]
Agresti, Gianluca [1 ]
Minto, Ludovico [1 ]
Zanuttigh, Pietro [1 ]
机构
[1] Univ Padua, Padua, Italy
来源
DATA IN BRIEF | 2019年 / 27卷
关键词
Time-of-Flight; Stereo vision; Active stereo; Data fusion; Depth estimation;
D O I
10.1016/j.dib.2019.104619
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Time-of-Flight (ToF) sensors and stereo vision systems are two of the most diffused depth acquisition devices for commercial and industrial applications. They share complementary strengths and weaknesses. For this reason, the combination of data acquired from these devices can improve the final depth estimation accuracy. This paper introduces a dataset acquired with a multi-camera system composed by a Microsoft Kinect v2 ToF sensor, an Intel RealSense R200 active stereo sensor and a Stereolabs ZED passive stereo camera system. The acquired scenes include indoor settings with different external lighting conditions. The depth ground truth has been acquired for each scene of the dataset using a line laser. The data can be used for developing fusion and denoising algorithms for depth estimation and test with different lighting conditions. A subset of the data has already been used for the experimental evaluation of the work "Stereo and ToF Data Fusion by Learning from Synthetic Data". (c) 2019 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
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页数:7
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