DocumentCode :
3579928
Title :
Analysis of depth measurement errors of tomatoes using binocular stereo vision based on single factor experiments
Author :
Rong Xiang ; Tao Hong ; Ming Zhou
Author_Institution :
Coll. of Quality & Safety Eng., China Jiliang Univ., Hanagzhou, China
fYear :
2014
Firstpage :
88
Lastpage :
93
Abstract :
To improve the measurement accuracy of depth of tomatoes based on binocular stereo vision, the fluctuation of depth measurement errors of tomatoes caused from every influence factor was analyzed quantificationally based on single factor experiments after the analysis of influence factors resulted in depth measurement errors. The depth measurement method for tomatoes based on binocular stereo vision included four steps, image segmentation, multi-fruits matching, stereo matching and depth measurement. Three stereo matching methods were analyzed, centroid-based matching, area-based matching and combination matching. The influence factors resulted in depth measurement errors were the repeatability, the measurement method for depth reference values, the size, color and shape of tomatoes, and the lighting conditions. Test results showed that the main factor resulted in depth measurement errors was the size of tomatoes. The rule of the main factor to depth measurement errors should be researched and corresponding correction models should also be created in future researches.
Keywords :
agricultural products; computer vision; image matching; stereo image processing; area-based matching; binocular stereo vision; combination matching; depth measurement errors; image segmentation; multifruits matching; single factor experiments; stereo matching methods; Cameras; Fluctuations; Image color analysis; Lighting; Measurement errors; Measurement uncertainty; binocular stereo vision; depth; harvesting robots; measurement error; standard deviation; tomato;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Automation Robotics & Vision (ICARCV), 2014 13th International Conference on
Type :
conf
DOI :
10.1109/ICARCV.2014.7064285
Filename :
7064285
Link To Document :
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