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035 _a(RuTPU)RU\TPU\network\3369
035 _aRU\TPU\network\3365
090 _a638972
100 _a20150217a2014 k y0engy50 ba
101 0 _aeng
105 _aa z 101zy
135 _adrcn ---uucaa
181 0 _ai
182 0 _ab
200 1 _aKinect sensor depth data filtering
_fV. R. Duseev, A. N. Malchukov
203 _aText
_celectronic
300 _aTitle screen
320 _a[References: 22 tit.]
330 _aThis paper presents techniques to eliminate flickering pixels and fill irregular shaped patches and gaps in depth information obtained from the Microsoft Kinect. Due to the limitations of the structured light technology used by the Kinect, a significant noise occurs when capturing depth information. The paper proposes an approach based on the Kalman filter and image in-painting techniques in order to improve the temporal stability of the depth map and fill occlusion areas. Depth data from current frame and previous frame are combined. The coefficient of combination responds to the rate of depth map changes. The filtrated depth frames are included iteratively in the filtering process. Finally, the missing depth areas are obtained applying an image in-painting technique based on the fast marching method. The proposed approach can be used as a preprocessing stage before using the depth data for image recognition purposes.
333 _aРежим доступа: по договору с организацией-держателем ресурса
463 0 _0(RuTPU)RU\TPU\network\3200
_tMechanical Engineering, Automation and Control Systems (MEACS)
_oproceedings of the International Conference, Tomsk, 16-18 October, 2014
_fNational Research Tomsk Polytechnic University (TPU) ; Institute of Electrical and Electronics Engineers (IEEE)
_v[4 p.]
_d2014
610 1 _aэлектронный ресурс
610 1 _aтруды учёных ТПУ
610 1 _aKinect sensor
610 1 _adepth sensing camera
610 1 _aKalman jilter
610 1 _afast marching method
610 1 _atn-painting techniques
610 1 _adepth map preprocessing
610 1 _aдатчики
610 1 _aзондирование
610 1 _aданные
610 1 _aглубина
700 1 _aDuseev
_bV. R.
701 1 _aMalchukov
_bA. N.
_cspecialist in the field of informatics and computer technology
_cAssociate Professor of Tomsk Polytechnic University, Candidate of technical sciences
_f1982-
_gAndrey Nikolaevich
_2stltpush
_3(RuTPU)RU\TPU\pers\32409
712 0 2 _aНациональный исследовательский Томский политехнический университет (ТПУ)
_bИнститут кибернетики (ИК)
_bКафедра вычислительной техники (ВТ)
_h126
_2stltpush
_3(RuTPU)RU\TPU\col\18699
801 2 _aRU
_b63413507
_c20161226
_gRCR
856 4 _uhttp://dx.doi.org/10.1109/MEACS.2014.6986855
942 _cCF