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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 6 / Book One

An Integrated System that Unifies Multiple Shape from Texture Algorithms

February 1, 2023

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Authors

Mark L. Moerdler

Mark L. Moerdler

DOI:


Abstract:

This paper describes an approach which integrates several conflicting and corroborating shape-from-texture methods in a single system. The system uses a new data structure, the augmented texel, which combines multiple constraints on orientation in a compact notation for a single surface patch. The augmented texels initially store weighted orientation constraints that are generated by the system’s several independent shape-from-texture components. These texture components, which run autonomously and may run in parallel, derive constraints by any of the currently existing shape-from-texture approaches e.g. shape-from-uniform-texel-spacing. For each surface patch the augmented texel then combines the potentially inconsistent orientation data, using a Hough transform-like method on a tesselated gaussian spheres, restthing in an estimate of the most likely orientation for the patch. The system then defines which patches are part of the same surface, simplifing surface reconstruction. This knowledge fusion approach is illustrated by a system that integrates information from two different shape-from-texture methods, shape-from-uniform-texel-spacing and shape-from-uniform-tel-size. The system is demonstrated on camera images of artificial and natural textures.

Topics: AAAI

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HOW TO CITE:

Mark L. Moerdler|| Mark L. Moerdler An Integrated System that Unifies Multiple Shape from Texture Algorithms Proceedings of the AAAI Conference on Artificial Intelligence, 6 (1987) 723.

Mark L. Moerdler|| Mark L. Moerdler An Integrated System that Unifies Multiple Shape from Texture Algorithms AAAI 1987, 723.

Mark L. Moerdler|| Mark L. Moerdler (1987). An Integrated System that Unifies Multiple Shape from Texture Algorithms. Proceedings of the AAAI Conference on Artificial Intelligence, 6, 723.

Mark L. Moerdler|| Mark L. Moerdler. An Integrated System that Unifies Multiple Shape from Texture Algorithms. Proceedings of the AAAI Conference on Artificial Intelligence, 6 1987 p.723.

Mark L. Moerdler|| Mark L. Moerdler. 1987. An Integrated System that Unifies Multiple Shape from Texture Algorithms. "Proceedings of the AAAI Conference on Artificial Intelligence, 6". 723.

Mark L. Moerdler|| Mark L. Moerdler. (1987) "An Integrated System that Unifies Multiple Shape from Texture Algorithms", Proceedings of the AAAI Conference on Artificial Intelligence, 6, p.723

Mark L. Moerdler|| Mark L. Moerdler, "An Integrated System that Unifies Multiple Shape from Texture Algorithms", AAAI, p.723, 1987.

Mark L. Moerdler|| Mark L. Moerdler. "An Integrated System that Unifies Multiple Shape from Texture Algorithms". Proceedings of the AAAI Conference on Artificial Intelligence, 6, 1987, p.723.

Mark L. Moerdler|| Mark L. Moerdler. "An Integrated System that Unifies Multiple Shape from Texture Algorithms". Proceedings of the AAAI Conference on Artificial Intelligence, 6, (1987): 723.

Mark L. Moerdler|| Mark L. Moerdler. An Integrated System that Unifies Multiple Shape from Texture Algorithms. AAAI[Internet]. 1987[cited 2023]; 723.


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