Efficient and robust detection and recognition of objects in grayscale images.
Conference paper
Shivanand, T., Rahman, S. and Pillai, G. 2011. Efficient and robust detection and recognition of objects in grayscale images. Krishnan, N. and Karthikeyan, M. (ed.) I. IEEE. pp. 1-6 https://doi.org/10.1109/ICCIC.2010.5705749
Type | Conference paper |
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Title | Efficient and robust detection and recognition of objects in grayscale images. |
Authors | Shivanand, T., Rahman, S. and Pillai, G. |
Abstract | A new method for the detection and recognition of objects was developed for grayscale images. Obstacle detection is achieved by an efficient segmentation method and a labelling algorithm. This segmentation methodology is based on an efficient binarization and enhancement techniques followed by a suitable connected component analysis procedure. Image binarization successfully processes images having shadows, non- uniform illumination and low contrast. The grayscale object corresponding to the object identified in the binary image is then extracted. The second step deals with the recognition of these extracted objects. Each object is then described by Zernike moments. To achieve rotation and scaling invariance an efficient method based on bounding box is used. In order to achieve better results for object recognition, the architecture of Support Vector Machine classifiers utilizing decision tree for solving multiclass problems is used. The algorithm performs the task of object detection and recognition more efficiently, even with external constraints i.e. image scenes can have shadows, partial occlusion and non- uniform illumination and at a much faster rate. The efficiency of the proposed method on grayscale images is shown by cascading some objects from COIL -8 database. |
Conference | I |
Page range | 1-6 |
Editors | Krishnan, N. and Karthikeyan, M. |
ISBN | |
Hardcover | 9781424459650 |
Publisher | IEEE |
Publication dates | |
2011 | |
Publication process dates | |
Deposited | 06 Apr 2011 |
Output status | Published |
Additional information | Conference information: 2010 IEEE International Conference on Computational Intelligence and Computing Research held on |
Web address (URL) | http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5705749 |
Digital Object Identifier (DOI) | https://doi.org/10.1109/ICCIC.2010.5705749 |
Language | English |
Book title | Computational Intelligence and Computing Research (ICCIC), 2010 IEEE International Conference. |
https://repository.mdx.ac.uk/item/83354
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