We have recently developed OMNIREP, a coevolutionary algorithm to discover both a representation and an interpreter that solve a particular problem of interest. Herein, we demonstrate that the OMNIREP framework can be successfully applied within the field of evolutionary art. Specifically, we coevolve representations that encode image position, alongside interpreters that transform these positions into one of three pre-defined shapes (chunks, polygons, or circles) of varying size, shape, and color. We showcase a sampling of the unique image variations produced by this approach.

翻译：我们近期开发了OMNIREP，一种协同进化算法，旨在同时发现解决特定问题的表示与解释器。本文证明，OMNIREP框架可成功应用于进化艺术领域。具体而言，我们协同演化编码图像位置的表示，以及将这些位置转换为三种预设形状（色块、多边形或圆形）的解释器，这些形状具有可变的尺寸、形态和颜色。我们展示了该方法生成的独特图像变体样本。