通过直接操作交互式时装设计加速进化

Jong-Ha Lee, Hee-Su Kim, Sung-Bae Cho
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引用次数: 13

摘要

在常规的进化计算中,由于其概率算子的存在,进化计算在局部搜索中效果不佳,但在全局搜索中效果较好。在交互式EC (IEC)应用中,由于用户评价对生成长度的限制,这一问题变得更加严重。为了解决这一问题,本文提出了HCI领域中著名的IEC演化直接操纵(DM)方法。它允许用户直接操作个体,而不是使用进化算子作为每个个体的接口。通过这种方法,DM克服了EC的缺点,更不用说对原始算子的全局搜索能力。我们将DM概念应用到基于IEC的服装设计系统中,并通过两个实验证明了该系统的应用前景。
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Accelerating evolution by direct manipulation for interactive fashion design
In usual evolutionary computation (EC) is not effective for local search, but efficient for global search due to its probabilistic operators. This problem becomes worse in the interactive EC (IEC) applications, which have the generation length limitation caused by user evaluation. To solve that, this paper proposes direct manipulation (DM) method, well known in HCI field, of evolution for IEC. It allows the user to manipulate individuals directly, instead of using evolutionary operators as an interface to each individual. Through this approach, the DM overcomes the shortcoming of EC, letting alone the ability of global search to the original operators. We have applied the DM concept to the fashion design system based on IEC, and shown that the application is promising with two experiments.
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