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Sparse texture representation using affine-invariant neighborhoods Export

(2003)

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descriptor invariant rift rotation spin-image thesis

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This paper proposes a novel texture representation suitable for recognizing images of textured surfaces under a wide range of transformations, including viewpoint changes and non-rigid deformations. Unlike many existing feature extraction methods, which treat the neighborhood of every pixel as a candidate texture element, the proposed algorithm works by selecting a sparse set of affine-invariant local patches. This spatial selection process, besides providing greater computational efficiency...


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