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Three-dimensional object recognition and posture calculations based on the whitening transformation and curvature characteristics |
ZHENG Jun, WEI Haiyong |
Key Laboratory for Advanced Materials Processing Technology of Ministry of Education, Department of Mechanical Engineering, Tsinghua University, Beijing 100084, China |
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Abstract The whitening transformation and a U chord curvature are used to improve three-dimensional object recognition and posture calculation. The algorithm first extracts the shape characteristics of the object and then matches the contours of the target image with templates using the whitening transformation so that there is only a rotational relationship between the contour point sets. Then, the U chord curvature is improved to match the contours. Tests show that this method is affine invariant with a fast recognition speed which can reach 58 ms/frame (CPU: 2.3 GHz, RAM: 4 GB), a high recognition rate of 100% without shelter and a high detection accuracy of the posture calculation of 1.5°.
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Keywords
object recognition
affine invariant
whitening transformation
curvature
posture calculation
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Issue Date: 15 October 2016
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