Since the pioneering work of Gibson in 1950, Shape- From-Texture has been considered by researchers as a hard problem, mainly due to restrictive assumptions which often limit its applicability. We assume a very general stochastic homogeneity and perspective camera model, for both deterministic and stochastic textures. A multi-scale distortion is efficiently estimated with a previously presented method based on Fourier analysis and Gabor filters. The novel 3D reconstruction method that we propose applies to general shapes, and includes non-developable and extensive surfaces. Our algorithm is accurate, robust and compares favorably to the present state of the art of Shape-From- Texture. Results show its application to non-invasively study shape changes with laid-on textures, while rendering and retexturing of cloth is suggested for future work.

Fourier analysis and gabor filtering for texture analysis and local reconstruction of general shapes / Galasso, F; Lasenby, J. - (2009), pp. 2342-2349. (Intervento presentato al convegno Conference on Computer Vision and Pattern Recognition, CVPR 2009 tenutosi a Miami, FL; United States) [10.1109/CVPRW.2009.5206591].

Fourier analysis and gabor filtering for texture analysis and local reconstruction of general shapes

Galasso F
Primo
;
2009

Abstract

Since the pioneering work of Gibson in 1950, Shape- From-Texture has been considered by researchers as a hard problem, mainly due to restrictive assumptions which often limit its applicability. We assume a very general stochastic homogeneity and perspective camera model, for both deterministic and stochastic textures. A multi-scale distortion is efficiently estimated with a previously presented method based on Fourier analysis and Gabor filters. The novel 3D reconstruction method that we propose applies to general shapes, and includes non-developable and extensive surfaces. Our algorithm is accurate, robust and compares favorably to the present state of the art of Shape-From- Texture. Results show its application to non-invasively study shape changes with laid-on textures, while rendering and retexturing of cloth is suggested for future work.
2009
Conference on Computer Vision and Pattern Recognition, CVPR 2009
computer vision; shape from texture; 3D reconstruction
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
Fourier analysis and gabor filtering for texture analysis and local reconstruction of general shapes / Galasso, F; Lasenby, J. - (2009), pp. 2342-2349. (Intervento presentato al convegno Conference on Computer Vision and Pattern Recognition, CVPR 2009 tenutosi a Miami, FL; United States) [10.1109/CVPRW.2009.5206591].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1317741
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