An Affinity Propagation Based method for Vector Quantization Codebook Design

Details An Affinity Propagation Based method for Vector Quantization Codebook Design An Affinity Propagation Based method for Vector Quantization Codebook Design

2007-10-10

arxiv.org/abs/0710.2037v2

Computer Science

Computer Vision and Pattern Recognition

In this version we make some explaination about the network-support similarity

Scientific paper

In this paper, we firstly modify a parameter in affinity propagation (AP) to improve its convergence ability, and then, we apply it to vector quantization (VQ) codebook design problem. In order to improve the quality of the resulted codebook, we combine the improved AP (IAP) with the conventional LBG algorithm to generate an effective algorithm call IAP-LBG. According to the experimental results, the proposed method not only enhances the convergence abilities but also is capable of providing higher-quality codebooks than conventional LBG method.

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