Grammar Guided Genetic Programming for Network Architecture Search and Road Detection on Aerial Orthophotography

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@Article{delaFuenteCastillo:2020:AS,

• author = "Victor {de la Fuente Castillo} and Alberto Diaz-Alvarez and Miguel-Angel Manso-Callejo and Francisco {Serradilla Garcia}",
• title = "Grammar Guided Genetic Programming for Network Architecture Search and Road Detection on Aerial Orthophotography",
• journal = "Applied Sciences",
• year = "2020",
• volume = "10",
• number = "11",
• keywords = "genetic algorithms, genetic programming",
• ISSN = "2076-3417",
• URL = "https://www.mdpi.com/2076-3417/10/11/3953",
• DOI = "doi:10.3390/app10113953",
• abstract = "Photogrammetry involves aerial photography of the Earths surface and subsequently processing the images to provide a more accurate depiction of the area (Orthophotography). It is used by the Spanish Instituto Geográfico Nacional to update road cartography but requires a significant amount of manual labor due to the need to perform visual inspection of all tiled images. Deep learning techniques (artificial neural networks with more than one hidden layer) can perform road detection but it is still unclear how to find the optimal network architecture. Our main goal is the automatic design of deep neural network architectures with grammar-guided genetic programming. In this kind of evolutive algorithm, all the population individuals (here candidate network architectures) are constrained to rules specified by a grammar that defines valid and useful structural patterns to guide the search process. Grammar used includes well-known complex structures (e.g., Inception-like modules) combined with a custom designed mutation operator (dynamically links the mutation probability to structural diversity). Pilot results show that the system is able to design models for road detection that obtain test accuracies similar to that reached by state-of-the-art models when evaluated over a dataset from the Spanish National Aerial Orthophotography Plan.",
• notes = "also known as \cite{app10113953}",

}

Genetic Programming entries for Victor de la Fuente Castillo Alberto Diaz-Alvarez Miguel-Angel Manso-Callejo Francisco Serradilla Garcia

Citations