DocumentCode :
3124257
Title :
A novel image recognition technique for 3-dimensional objects
Author :
Khashman, A. ; Curtis, KM
Author_Institution :
Dept. of Electr. & Electron. Eng., Nottingham Univ., UK
Volume :
2
fYear :
1997
fDate :
2-4 Jul 1997
Firstpage :
535
Abstract :
The need for better image processing has lead to the emergence of many techniques, which aim to achieve faster and cheaper operations. Multiscale analysis for edge detection is a powerful approach to image recognition. However, this approach suffers huge computational and time cost which, consequently, jeopardise its efficiency. This paper presents a new technique in image processing that aims to reduce the high computational cost, to provide rapid 3-dimensional object recognition and which has a wide domain of applications. The novel automatic edge detection scheme (AEDS) combines neural network technology with multiscale analysis, to achieve automatic recognition of high and low contrast images that contain two or three-dimensional objects. The AEDS is based on applying scale space analysis using the Laplacian of a Gaussian edge detection operator, together with a neural net work model. This technique is applied to detect potential real life military targets. The AEDS is a fast, user-friendly and low-cost image recognition technique that offers great potential for applications in other fields such as the medical field or in industrial applications
Keywords :
backpropagation; computational complexity; edge detection; military systems; neural nets; object recognition; 3-dimensional objects; AEDS; Gaussian edge detection operator; Laplacian; automatic edge detection scheme; computational cost; contrast; image processing; image recognition technique; industrial image processing; medical image processing; military targets; multiscale analysis; neural network; object recognition; scale space analysis; Biomedical imaging; Computational efficiency; Image analysis; Image edge detection; Image processing; Image recognition; Laplace equations; Neural networks; Object recognition; Space technology;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Digital Signal Processing Proceedings, 1997. DSP 97., 1997 13th International Conference on
Conference_Location :
Santorini
Print_ISBN :
0-7803-4137-6
Type :
conf
DOI :
10.1109/ICDSP.1997.628404
Filename :
628404
Link To Document :
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