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Tony Allen, Richard Ellis, Miltos Petridis's Applications and Innovations in Intelligent Systems XVI: PDF

By Tony Allen, Richard Ellis, Miltos Petridis

ISBN-10: 1848822146

ISBN-13: 9781848822146

The papers during this quantity are the refereed software papers offered at AI-2008, the Twenty-eighth SGAI foreign convention on cutting edge thoughts and functions of man-made Intelligence, held in Cambridge in December 2008.

They current new and cutting edge functions of man-made intelligence throughout a variety of domain names; divided into sections on laptop studying, net applied sciences, clever structures and AI in overall healthiness Care. the amount additionally comprises the textual content of brief papers provided as posters on the conference.

This is the 16th quantity within the program and recommendations sequence, which bargains an annual image of the newest functions of man-made intelligence throughout undefined, trade, schooling and executive.

The Technical circulate papers are released as a significant other quantity below the identify examine and improvement in clever platforms XXV.

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Extra resources for Applications and Innovations in Intelligent Systems XVI: Proceedings of AI-2008, The Twenty-eighth SGAI International Conference on Innovative Techniques ... of Artificial Intelligence (v. 16)

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Various methods of selection of specific points can be proposed. For example, contour points can be selected as specific points. We propose to select specific points in accordance with the following procedure. For each set of four neighboring pixels we calculate the following expressions: d1 = brij  bri 1 j 1 , d2 = brij 1  bri 1 j , ' (1) max( d 1 , d 2 ) , where brij is the brightness of the pixel (i,j), d1 , d2 are the differences of the values of two opposite pixels. If ( ' >B), then pixel (i,j) is selected as specific point of the image, where B is the threshold for selection of specific points.

We propose to select specific points in accordance with the following procedure. For each set of four neighboring pixels we calculate the following expressions: d1 = brij  bri 1 j 1 , d2 = brij 1  bri 1 j , ' (1) max( d 1 , d 2 ) , where brij is the brightness of the pixel (i,j), d1 , d2 are the differences of the values of two opposite pixels. If ( ' >B), then pixel (i,j) is selected as specific point of the image, where B is the threshold for selection of specific points. Each feature is extracted from the rectangle of size h w , which is built around each specific point (Figure 7).

2 Results To test our texture recognition subsystem we created our own image database of metal surface images. Four texture classes correspond to metal surfaces after milling, polishing with sandpaper, turning with lathe and polishing with file (Figure 10). Figure 10 Examples of metal surfaces after (columns): a) milling, b) polishing with sandpaper, c) turning with lathe, d) polishing with file Twenty grayscale images with resolution of 220x220 pixels were taken for each class. We randomly divided these 20 images into the training and test sets.

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Applications and Innovations in Intelligent Systems XVI: Proceedings of AI-2008, The Twenty-eighth SGAI International Conference on Innovative Techniques ... of Artificial Intelligence (v. 16) by Tony Allen, Richard Ellis, Miltos Petridis


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