?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Detector+de+elementos+para+el+videojuego+Dark+Souls&rft.creator=Gamino+del+R%C3%ADo%2C+Iv%C3%A1n&rft.creator=S%C3%A1nchez+S%C3%A1nchez%2C+Jonatan&rft.contributor=Mozo+Velasco%2C+Alberto&rft.subject=Computer+Science&rft.description=En+el+sector+de+los+Videojuegos%2C+el+campo+de+la+visi%C3%B3n+artificial+se+ha+enfocado+tradicionalmente+en+dise%C3%B1ar+inteligencias+artificiales+que+aprendiesen+a+jugar+juegos+(como+jugadores+aut%C3%B3nomos)%2C+como+por+ejemplo+%E2%80%9CPacMan%E2%80%9D+y+%E2%80%9CSuper+Mario+World%E2%80%9D%2C+entre+otros.+Con+el+actual+auge+del+Deep+Learning%2C+se+han+obtenido+resultados+m%C3%A1s+relevantes+en+el+desarrollo+de+sistemas+de+visi%C3%B3n+artificial+usando+redes+neuronales+profundas.+Dark+Souls+es+un+juego+ampliamente+conocido+en+la+comunidad+de+jugadores+por+su+alta+dificultad%2C+por+lo+que+toma+relevancia+para+el+desarrollo+del+jugador+aut%C3%B3nomo.+Dark+Souls+tiene+lugar+en+el+reino+ficticio+de+Lordran.+El+argumento+del+juego+est%C3%A1+relacionado+con+las+descripciones+de+los+objetos+del+juego%2C+y+di%C3%A1logos+con+personajes+no+jugables.+Los+jugadores+deben+ir+reuniendo+pistas+para+poder+entender+la+historia.+Dark+Souls+se+labr%C3%B3+un+gran+reconocimiento+por+su+extenuante+dificultad+e+implacable+desaf%C3%ADo.+En+este+Proyecto+de+Fin+de+Grado+se+ha+desarrollado+un+Sistema+de+Visi%C3%B3n+Artificial+(SVA)+para+el+videojuego+Dark+Souls+que+es+capaz+de+detectar+y+etiquetar+los++elementos+del+juego+a+partir+de+im%C3%A1genes+capturadas+en+tiempo+real.+Los+resultados+obtenidos+con+este+sistema+pueden+servir+como+base+para+entrenar+un+jugador+aut%C3%B3nomo+que+podr%C3%ADa+jugar+a+Dark+Souls.+Este+sistema+ha+sido+desarrollado+utilizando+el+modelo+de+red+neuronal+profunda+denominado+SSD-MobileNet%2C+que+se+dise%C3%B1%C3%B3+para+localizaci%C3%B3n+y+clasificaci%C3%B3n+de+objetos+gen%C3%A9ricos+en+una+imagen.+Se+ha+creado+un+dataset+espec%C3%ADfico+y+se+ha+entrenado+esta+red+para+adaptarla+al+videojuego.+La+implementaci%C3%B3n+de+este+sistema+se+ha+llevado+a+cabo+utilizando+Tensorflow+y+OpenCV.+Los+desarrollos+que+se+han+llevado+a+cabo+hasta+la+fecha+solamente+se+han+enfocado+en+entornos+2D%2C+mientras+que+la+implementaci%C3%B3n+que+se+presenta+en+este+Proyecto+de+Fin+de+Grado+es+para+un+entorno+3D.+Los+resultados+obtenidos+son+satisfactorios+manteniendo+una+precisi%C3%B3n+superior+al+80%25+la+mayor%C3%ADa+del+tiempo+(al+menos+un+80%25+de+los+fotogramas+capturados+durante+una+partida).%0D%0AAbstract%3A%0D%0AIn+the+videogames+sector%2C+the+field+of+artificial+vision+has+traditionally+focused+on+the+design+of+artificial+intelligence+that+learn+to+play+games+as+autonomous+players+such+as+%22PacMan%22+and+%22Super+Mario+World%22%2C+among+others.+With+the+current+boom+of+Deep+Learning%2C+more+relevant+results+have+been+obtained+in+the+development+of+artificial+vision+systems+using+deep+neural+networks.%0D%0ADark+Souls+is+a+game+widely+known+in+the+community+of+players+for+its+high+difficulty%2C+so+it+takes+relevance+to+the+development+of+the+autonomous+player.+Dark+Souls+takes+place+in+the+fictitious+kingdom+of+Lordran.+The+plot+of+the+game+is+related+to+the+descriptions+of+the+objects+in+the+game%2C+and+dialogues+with+non-playable+characters.+Players+have+to+gather+clues+to+understand+the+story.+Dark+Souls+earned+a+great+recognition+for+its+exhausting+difficulty+and+implacable+challenge.+In+this+End+of+Degree+Project%2C+an+Artificial+Vision+System+(AVS)+has+been+developed+for+Dark+Souls+videogame+that+is+able+to+detect+and+label+the+elements+of+the+game+from+images+captured+in+real+time.+The+results+obtained+by+this+system+can+serve+as+a+base+to+train+an+autonomous+player+who+could+play+Dark+Souls.+This+system+has+been+developed+using+the+deep+neural+network+model+called+SSD-MobileNet%2C+which+was+designed+to+locate+and+classify+generic+objects+in+an+image.+A+specific+dataset+has+been+created+and+this+network+has+been+trained+to+adapt+it+to+the+videogame.+The+implementation+of+this+system+has+been+carried+out+using+Tensorflow+and+OpenCV.+The+developments+that+have+been+carried+until+now+have+only+focused+on+2D+environments%2C+while+the+implementation+presented+in+this+End+of+Degree+Project+is+for+a+3D+environment.+The+results+obtained+are+satisfactory+maintaining+an+accuracy+of+more+than+80%25+most+of+the+time+(at+least+80%25+of+the+frames+captured+during+a+game+session).&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=2018&rft.type=info%3Aeu-repo%2Fsemantics%2FbachelorThesis&rft.type=Final+Project&rft.type=PeerReviewed&rft.format=application%2Fpdf&rft.language=spa&rft.rights=info%3Aeu-repo%2Fsemantics%2FopenAccess&rft.identifier=https%3A%2F%2Foa.upm.es%2F52084%2F