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应用PSO的快速纹理合成算法

Fast Texture Synthesis Algorithm Using PSO

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【作者】 张岩李文辉孟宇庞云阶

【Author】 Zhang Yan, Li Wenhui, Meng Yu, and Pang Yunjie (College of Computer Science & Technology, Jilin University, Changchun 130012)

【机构】 吉林大学计算机科学与技术学院吉林大学计算机科学与技术学院 长春130012长春130012长春130012

【摘要】 应用PSO的快速纹理合成算法是一种高效的纹理合成算法,应用粒子群优化(PSO)算法对基于块采样的纹理合成算法的搜索匹配过程进行了改进,改变了原算法的全遍历搜索过程,在不影响合成质量的前提下加快了合成速度.本算法对于按序和随机的各种应用都能在一台中等的PC机上几秒内合成高质量的纹理.并对算法执行中的粒子数、迭代次数对合成速度和合成效果的影响进行了详细的分析.

【Abstract】 Texture synthesis is of importance to computer vision and graphics. The technique has great potential in many applications, especially in image editing, computer animation, real-time rendering for large scale of scenes, realistic and non-photorealisitic rendering etc.. In this paper, a survey of traditional and contemporary texture synthesis methods is presented. Fast texture synthesis algorithm using PSO is an effective texture synthesis algorithm. Particle swarm optimization (PSO) is applied to improve the process of searching and matching in the texture synthesis by patch-based sampling, thus changing the throughout search method of the original algorithm and speeding up the process of synthesis without influencing the quality of the image. It is shown that high-quality texture can be synthesized in several seconds on a midlevel PC, and this algorithm works well for a wide variety of texture ranging from regular to stochastic. How the number of the particles and the iterations influence the speed of the synthesis is analyzed in detail.

【基金】 国家自然科学基金项目(69883004)国家博士点基金项目(20010183041)
  • 【文献出处】 计算机研究与发展 ,Journal of Computer Research and Development , 编辑部邮箱 ,2005年03期
  • 【分类号】TP391.41
  • 【被引频次】25
  • 【下载频次】209
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