Machado, PenousalCorreia, JoaoRomero, Juan2018-05-082018-05-082012Machado P, Correia J, Romero J. Expression-based evolution of faces. Ponencia presentada en Evolutionary and Biologically Inspired Music, Sound, Art and Design. EvoMUSART 2012; 2012 Abr 11-13; Málaga. Berlin: Springer; 2012. p.187-198 (Lecture Notes in Computer Science; 7247)978-3-642-29141-8978-3-642-29142-5http://hdl.handle.net/2183/20692[Abstract] The combination of a classifier system with an evolutionary image generation engine is explored. The framework is instantiated using an off-the-shelf face detection system and a general purpose, expression-based, genetic programming engine. By default, the classifier returns a binary output, which is inadequate to guide evolution. By retrieving information provided by intermediate results of the classification task, it became possible to develop a suitable fitness function. The experimental results show the ability of the system to evolve images that are classified as faces. A subjective analysis also reveals the unexpected nature and artistic potential of the evolved images.engThe final publication is avaliable at Springer LinkEvolutionary artAutomatic fitness assignementFace detectionExpression-based evolution of facesconference outputopen access