5 October 2001 Refinding objects using model-based knowledge
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Proceedings Volume 4572, Intelligent Robots and Computer Vision XX: Algorithms, Techniques, and Active Vision; (2001) https://doi.org/10.1117/12.444206
Event: Intelligent Systems and Advanced Manufacturing, 2001, Boston, MA, United States
Abstract
The process of automatically finding objects is very important for tracking and grasping objects using computer vision. Object finding is on the one hand a very time consuming process and on the other hand very sensitive to varying environmental conditions. Hence initialization is often performed manually. This work presents a method that operates automatically, threshold-free, and uses only model based information. Region based attributes such as color or texture are used in combination with a multi-spectral classification method to build a gray scale image, where regions with a high likelihood for the object searched are bright and the other parts are dark. To adapt to the ambient lighting situation a color measurement and a full matrix color transform are proposed and evaluated. First test runs show that this approach is fast and robust and enables the successful and automatic object finding.
© (2001) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Markus Vincze, Markus Vincze, W. Frhwirth, W. Frhwirth, Thomas Berndorfer, Thomas Berndorfer, Dietmar Legenstein, Dietmar Legenstein, } "Refinding objects using model-based knowledge", Proc. SPIE 4572, Intelligent Robots and Computer Vision XX: Algorithms, Techniques, and Active Vision, (5 October 2001); doi: 10.1117/12.444206; https://doi.org/10.1117/12.444206
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