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Building recognition with computer vision
dc.contributor | Bou Balust, Elisenda |
dc.contributor | Giró Nieto, Xavier |
dc.contributor | Varas González, David |
dc.contributor | Masuda, Issey |
dc.contributor.author | Roig Marí, Carlos |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions |
dc.date.accessioned | 2019-01-28T10:30:36Z |
dc.date.issued | 2018-10 |
dc.identifier.uri | http://hdl.handle.net/2117/127671 |
dc.description.abstract | In this thesis we present the design, implementation and deployment of a building recognition system. First, we have developed a pipeline to find and retrieve relevant images containing landmarks and buildings from the Internet. Moreover, we propose an unsupervised approach to clean the noise present in the classes associated with each landmark/building. This method for mining and denoising images has been presented in the WebVision Workshop at CVPR'18. Then, we introduce the full system for the building recognition module, which has been developed using different computer vision and deep learning techniques. Finally, we propose a set of experiments that show the difficulties of working with a noisy dataset, we analyze the performance of the networks based blocks and finally we show the global results of the building recognition system. |
dc.language.iso | eng |
dc.publisher | Universitat Politècnica de Catalunya |
dc.subject | Àrees temàtiques de la UPC::Enginyeria de la telecomunicació |
dc.subject.lcsh | Computer vision |
dc.subject.lcsh | Machine learning |
dc.subject.other | deep learning |
dc.subject.other | building recognition |
dc.title | Building recognition with computer vision |
dc.type | Master thesis |
dc.subject.lemac | Visió per ordinador |
dc.subject.lemac | Aprenentatge automàtic |
dc.identifier.slug | ETSETB-230.135815 |
dc.rights.access | Restricted access - confidentiality agreement |
dc.date.lift | 10000-01-01 |
dc.date.updated | 2018-12-17T10:57:57Z |
dc.audience.educationlevel | Màster |
dc.audience.mediator | Escola Tècnica Superior d'Enginyeria de Telecomunicació de Barcelona |
dc.audience.degree | MÀSTER UNIVERSITARI EN ENGINYERIA DE TELECOMUNICACIÓ (Pla 2013) |