?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Reconocimiento+de+patrones+en+im%C3%A1genes+en+tiempo+real+utilizando+computaci%C3%B3n+cognitiva&rft.creator=Zulueta+Doalto%2C+Asier+Daniel&rft.contributor=Arroyo+Montoro%2C+Fernando&rft.subject=Computer+Science&rft.description=La+finalidad+de+este+proyecto+es+el+desarrollo+de+un+sistema+de+reconocimiento+o+localizaci%C3%B3n+de+patrones+en+im%C3%A1genes%2C+mediante+el+uso+de+computaci%C3%B3n+cognitiva.+Este+objetivo+se+lleva+a+cabo+mediante+el+uso+de+redes+neuronales+convolucionales%2C+que+reciben+sub+im%C3%A1genes+de+una+imagen+original+y+las+posiciones+de+las+cuales+han+sido+extra%C3%ADdas.+Con+esto%2C+somos+capaces+de+localizar+patrones+concretos+en+una+imagen%2C+con+lo+cual+tendr%C3%ADa+m%C3%BAltiples+posibilidades%2C+tanto+en+la+industria+como+en+el+sector+servicios.+Un+caso+pr%C3%A1ctico+ser%C3%ADa+su+utilizaci%C3%B3n+en+distintas+cadenas+de+producci%C3%B3n+para+la+localizaci%C3%B3n+de+componentes+en+el+ensamblaje%3B+pero+podr%C3%ADa+tener+much%C3%ADsimas+m%C3%A1s+aplicaciones+sin+limitarse+a+este+caso+concreto.+Adem%C3%A1s+de+esto%2C+para+asegurarnos+de+la+calidad+de+las+predicciones+de+la+localizaci%C3%B3n+del+patr%C3%B3n%2C+se+lleva+a+cabo+la+predicci%C3%B3n+del+error+con+un+perceptr%C3%B3n+multicapa%2C+de+manera+que+nos+una+calidad+en+las+predicciones+de+la+anterior+red+neuronal+convolucional.+La+aportaci%C3%B3n+fundamental+del+proyecto+es+sobre+todo+mejorar+la+eficiencia+en+la+cadena+de+producci%C3%B3n+optimizando+los+resultados+obtenidos+y+la+seguridad+en+su+proceso+de+elaboraci%C3%B3n.%0D%0AAbstract%3A%0D%0AThe+purpose+of+this+project+is+the+development+of+a+system+for+recognizing+or+locating+patterns+in+images%2C+using+cognitive+computing.+This+objective+is+achieved+using+convolutional+neural+networks%2C+which+receive+sub+images+of+an+original+image+and+the+positions+from+which+they+have+been+extracted.+With+this%2C+we+are+able+to+locate+specific+patterns+in+an+image%2C+with+which+we+have+multiple+possibilities%2C+both+in+industry+and+in+the+service+sector.+A+practical+case+would+be+its+use+in+different+production+lines+for+the+location+of+components+in+the+assembly%3B+but+it+could+have+many+more+applications+without+being+limited+to+this+specific+case.+In+addition+to+this%2C+to+ensure+the+quality+of+the+predictions+of+the+pattern+location%2C+the+prediction+of+the+error+is+carried+out+with+a+multilayer+perceptron%2C+so+that+we+obtain+a+quality+of+the+predictions+of+the+previous+convolutional+neural+network.+The+fundamental+contribution+of+the+project+is%2C+above+all%2C+to+improve+the+efficiency+of+the+production+chain%2C+optimizing+the+results+obtained+and+the+safety+of+the+production+process.&rft.publisher=E.T.S.I+de+Sistemas+Inform%C3%83%C2%A1ticos+(UPM)&rft.rights=https%3A%2F%2Fcreativecommons.org%2Flicenses%2Fby-nc-nd%2F3.0%2Fes%2F&rft.date=2022-07&rft.type=info%3Aeu-repo%2Fsemantics%2FbachelorThesis&rft.type=Final+Project&rft.type=PeerReviewed&rft.format=application%2Fpdf&rft.language=spa&rft.format=application%2Fzip&rft.language=spa&rft.rights=info%3Aeu-repo%2Fsemantics%2FrestrictedAccess&rft.identifier=https%3A%2F%2Foa.upm.es%2F71345%2F