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008 110328s2010 th uu|m rtt 0| a1eng d
035 _a.b12093385
099 9 _aAIT Thesis no.CS-10-04
100 0 _aJednipat Moonrinta
245 1 0 _a3D modeling for agricultural field inspection robot
260 _aPathum Thani, Thailand :
_bAsian Institute of Technology,
_c2010
300 _a33 p. :
_bill.
490 1 _aThesis ;
_vno. CS-10-04
500 _aA thesis submitted in partial fulfillment of the requirements for the degree of Master of Science in Computer Science, School of Engineering and Technology
520 _aThrough automated agricultural inspection, farmers can potentially achieve better produc-tivity and accurately predict yields and crop quality. The cheapest device for collecting richinformation about a crop is the video camera. This thesis focuses on the design, implemen-tation, and evaluation of algorithms for extracting information about a pineapple crop froma monocular webcam fixed to a mobile inspection platform. The process begins with fruitdetection and tracking in video sequence. I propose a 3D modeling algorithm that workswith the tracking history to generate a 3D point cloud for each fruit using structure-from-motion techniques in computer vision. The 3D modeling algorithm consists of two mainprocedures: 3D point cloud estimation and 3D fruit shape reconstruction. Once the 3D pointcloud for a fruit is obtained, the fruit shape reconstruction method estimates the shape andsize of the fruit using a robust ellipsoid estimation technique. A series of experiments showsthat the method produces a reasonably accurate 3D field map despite only partial and oc-cluded views of the fruit. The prototype is thus a promising step towards the realization ofautomated mobile in-field agricultural inspection systems.
502 _aThesis (M.Eng.) - Asian Institute of Technology, 2010
650 0 _aThree-dimensional imaging
650 0 _aRobot vision
650 0 _aCamcorders
700 1 _aDailey, Mathew N.,
_eChairperson
700 0 _aMongkol Ekpanyapong,
_eExamination Committee
700 1 _aJanecek, Paul,
_eExamination Committee
710 2 _aRoyal Thai Government,
_eScholarship donor
810 2 _aAsian Institute of Technology.
_tThesis ;
_vno. CS-10-04
856 _3Full-Text
_uhttp://203.159.5.9/ait-thesis/detail.php?q=B02105
907 _a.b12093385
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962 _a000:001:PDF:b1209338:000439:0:0:0:0:0:0
_tAbstract-AIT Thesis no.CS-10-04
_vn
945 _lmnait
945 _lmnarc
942 _c22
942 _c40
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