Genetic Programming for Generative Learning and Recognition of Hand-Drawn Shapes

Created by W.Langdon from gp-bibliography.bib Revision:1.7630

@InCollection{Jaskowski:2009:EIASP,

• author = "Wojciech Jaskowski and Krzysztof Krawiec and Bartosz Wieloch",
• title = "Genetic Programming for Generative Learning and Recognition of Hand-Drawn Shapes",
• booktitle = "Evolutionary Image Analysis and Signal Processing",
• publisher = "Springer",
• year = "2009",
• editor = "Stefano Cagnoni",
• volume = "213",
• series = "Studies in Computational Intelligence",
• pages = "73--90",
• address = "Berlin / Heidelberg",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "978-3-642-01635-6",
• ISSN = "1860-949X",
• DOI = "doi:10.1007/978-3-642-01636-3_5",
• abstract = "We propose a novel method of evolutionary visual learning that uses a generative approach to assess the learner's ability to recognise image contents. Each learner, implemented as a genetic programming (GP) individual, processes visual primitives that represent local salient features derived from the input image. The learner analyses the visual primitives, which involves mostly their grouping and selection, eventually producing a hierarchy of visual primitives build upon the input image. Based on that it provides partial reproduction of the shapes of the analysed objects and is evaluated according to the quality of that reproduction.We present the method in detail and verify it experimentally on the real-world task of recognition of hand-drawn shapes. In particular, we show how GP individuals trained on examples from different decision classes can be combined to build a complete multiclass recognition system. We compare such recognition systems to reference methods, showing that our generative learning approach provides similar results. This chapter also contains detailed analysis of processing carried out by an exemplary individual.",
• notes = "Institute of Computing Science, Poznan University of Technology,Poland EvoISAP, EvoNET, EvoStar",

}

Genetic Programming entries for Wojciech Jaskowski Krzysztof Krawiec Bartosz Wieloch

Citations