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http://hdl.handle.net/2445/171413
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DC Field | Value | Language |
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dc.contributor.advisor | Carnicer González, Arturo | - |
dc.contributor.author | Mitjans Coma, Albert | - |
dc.date.accessioned | 2020-10-21T13:52:21Z | - |
dc.date.available | 2020-10-21T13:52:21Z | - |
dc.date.issued | 2020-06 | - |
dc.identifier.uri | http://hdl.handle.net/2445/171413 | - |
dc.description | Treballs Finals de Grau de Física, Facultat de Física, Universitat de Barcelona, Curs: 2020, Tutor: Artur Carnicer | ca |
dc.description.abstract | In this paper, we use deep learning to study high-level features for guitar chord detection. In particular, the goal of this project is to build a neural network capable of recognizing finger patterns on the frets of a guitar. Given an input image, the network is able to identify fingers, frets, strings and the corresponding chord. Using a 2-stack Hourglass network for the detection and applying a post-processing algorithm to its corresponding output heatmaps, a 97% accuracy on the detection of chords of 205 different images is obtained | ca |
dc.format.extent | 5 p. | - |
dc.format.mimetype | application/pdf | - |
dc.language.iso | eng | ca |
dc.rights | cc-by-nc-nd (c) Mitjans, 2020 | - |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ | * |
dc.source | Treballs Finals de Grau (TFG) - Física | - |
dc.subject.classification | Música per a guitarra | cat |
dc.subject.classification | Xarxes neuronals (Informàtica) | cat |
dc.subject.classification | Treballs de fi de grau | cat |
dc.subject.other | Guitar music | eng |
dc.subject.other | Neural networks (Computer science) | eng |
dc.subject.other | Bachelor's theses | eng |
dc.title | Visual recognition of guitar chords using neural networks | eng |
dc.type | info:eu-repo/semantics/bachelorThesis | ca |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | ca |
Appears in Collections: | Treballs Finals de Grau (TFG) - Física |
Files in This Item:
File | Description | Size | Format | |
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MITJANS COMA ALBERT_1338767_assignsubmission_file_TFG-Mitjans-Coma-Albert.pdf | 14.87 MB | Adobe PDF | View/Open |
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