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Image representation and distance metric are both significant for learning-based visual classification. This paper presents the concept of k-nearest-neighbor simplex (kNNS), which is a simplex with the vertices as the k nearest neighbors of a certain point. kNNS contributes to the image classification problem in two aspects. First, a novel distance metric between a point to its kNNS within a certain...
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