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Automatic image colorization

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dc.contributor Seguí Mesquida, Santi
dc.creator Pascual i Guinovart, Guillem
dc.date 2016-12-07T08:57:54Z
dc.date 2016-12-07T08:57:54Z
dc.date 2016-06-28
dc.date.accessioned 2024-12-16T10:23:34Z
dc.date.available 2024-12-16T10:23:34Z
dc.identifier http://hdl.handle.net/2445/104503
dc.identifier.uri http://fima-docencia.ub.edu:8080/xmlui/handle/123456789/16220
dc.description Treballs Finals de Grau d'Enginyeria Informàtica, Facultat de Matemàtiques, Universitat de Barcelona, Any: 2016, Director: Santi Seguí Mesquida
dc.description Colorizing is the act of giving color to grayscale images. A convolutional-neural-network-based method to colorize images without human interaction is presented in this project. Various frameworks, architectures, color spaces and approximations are explored to obtain the final model, capable of correctly restoring the original color of photographies without any further information than the image itself. The principal aim of this project is to propose an idempotent architecture that could be trained with all kinds of images and yet produce good results. To demonstrate how the process works and show the obtained results, three categories of images will be used along this project: synthetic images representing numbers, landscape images and human faces.
dc.format 61 p.
dc.format application/pdf
dc.language eng
dc.rights memòria: cc-by-nc-sa (c) Guillem Pascual Guinovart, 2016
dc.rights codi: GPL (c) Guillem Pascual Guinovart, 2016
dc.rights http://creativecommons.org/licenses/by-sa/3.0/es
dc.rights http://www.gnu.org/licenses/gpl-3.0.ca.html
dc.rights info:eu-repo/semantics/openAccess
dc.source Treballs Finals de Grau (TFG) - Enginyeria Informàtica
dc.subject Xarxes neuronals (Informàtica)
dc.subject Aprenentatge automàtic
dc.subject Programari
dc.subject Treballs de fi de grau
dc.subject Processament digital d'imatges
dc.subject Mineria de dades
dc.subject Neural networks (Computer science)
dc.subject Machine learning
dc.subject Computer software
dc.subject Bachelor's theses
dc.subject Digital image processing
dc.subject Data mining
dc.title Automatic image colorization
dc.type info:eu-repo/semantics/bachelorThesis


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