Evolutionary Image Composition Using Feature Covariance Matrices
March 10, 2017 ยท Declared Dead ยท ๐ Annual Conference on Genetic and Evolutionary Computation
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Authors
Aneta Neumann, Zygmunt L. Szpak, Wojciech Chojnacki, Frank Neumann
arXiv ID
1703.03773
Category
cs.NE: Neural & Evolutionary
Citations
14
Venue
Annual Conference on Genetic and Evolutionary Computation
Last Checked
3 months ago
Abstract
Evolutionary algorithms have recently been used to create a wide range of artistic work. In this paper, we propose a new approach for the composition of new images from existing ones, that retain some salient features of the original images. We introduce evolutionary algorithms that create new images based on a fitness function that incorporates feature covariance matrices associated with different parts of the images. This approach is very flexible in that it can work with a wide range of features and enables targeting specific regions in the images. For the creation of the new images, we propose a population-based evolutionary algorithm with mutation and crossover operators based on random walks. Our experimental results reveal a spectrum of aesthetically pleasing images that can be obtained with the aid of our evolutionary process.
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