<> <http://www.w3.org/2000/01/rdf-schema#comment> "The repository administrator has not yet configured an RDF license."^^<http://www.w3.org/2001/XMLSchema#string> .
<> <http://xmlns.com/foaf/0.1/primaryTopic> <http://digilib.uin-suka.ac.id/id/eprint/68754> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Thesis> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/dc/terms/title> "OPTIMASI PADA TRANSFER LEARNING UNTUK KLASIFIKASI EMOSI WAJAH PADA DATASET FER-2013"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/ontology/bibo/abstract> "Facial expressions are essential in non-verbal communication, as they naturally convey human emotions during personal interactions. Emotion recognition from facial expressions through computer vision is a popular topic in affective computing. The swift advancement of deep learning has resulted in its growing application in facial emotion recognition. However, it still encounters a significant challenge due to the necessity for a substantial amount of data to operate effectively. Numerous studies have utilized transfer learning to tackle this problem, yet a standardized approach for implementing transfer learning in facial emotion recognition has not been established. This research classifies facial emotion images into seven categories using three transfer learning models: ResNet-50, Xception, and Inception V3 on the FER-2013 dataset. Various experiments, including data pre-processing, hyperparameter tuning, and model training techniques, have been conducted. The data pre-processing results show that each model requires different input image sizes to achieve the best accuracy. Hyperparameter tuning results indicate accuracy improvements of 6.3527% for ResNet-50, 4.6949% for Inception V3, and 1.039% for Xception. Augmentation experiments show that augmenting only the disgust class yields better accuracy than augmenting all classes. Model training experiments reveal that the freeze fine-tuning method is not better compared to the fine-tuning method on datasets with thousands of samples but is superior to the freeze layer method commonly used in many studies. The best accuracy values for each model are 64.8927% for ResNet-50, 65.8261% for Xception, and 66.3973% for Inception V3."^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/dc/terms/date> "2024-08-27" .
<http://digilib.uin-suka.ac.id/id/document/967451> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> .
<http://digilib.uin-suka.ac.id/id/document/967452> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> .
<http://digilib.uin-suka.ac.id/id/org/ext-1ea96a2503a70ef7fcbae7670153192b> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Organization> .
<http://digilib.uin-suka.ac.id/id/org/ext-1ea96a2503a70ef7fcbae7670153192b> <http://xmlns.com/foaf/0.1/name> "UIN SUNAN KALIJAGA YOGYAKARTA"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/dc/terms/issuer> <http://digilib.uin-suka.ac.id/id/org/ext-1ea96a2503a70ef7fcbae7670153192b> .
<http://digilib.uin-suka.ac.id/id/org/ext-008c8b62ba5ae76ed4e62cd13ae8626e> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Organization> .
<http://digilib.uin-suka.ac.id/id/org/ext-008c8b62ba5ae76ed4e62cd13ae8626e> <http://xmlns.com/foaf/0.1/name> "FAKULTAS SAINS DAN TEKNOLOGI, UIN SUNAN KALIJAGA YOGYAKARTA"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/org/ext-008c8b62ba5ae76ed4e62cd13ae8626e> <http://purl.org/dc/terms/isPartOf> <http://digilib.uin-suka.ac.id/id/org/ext-1ea96a2503a70ef7fcbae7670153192b> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/dc/terms/issuer> <http://digilib.uin-suka.ac.id/id/org/ext-008c8b62ba5ae76ed4e62cd13ae8626e> .
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<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/dc/terms/creator> <http://digilib.uin-suka.ac.id/id/person/ext-488780afc0d3b01450798fa95ea4c15e> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/ontology/bibo/authorList> <http://digilib.uin-suka.ac.id/id/eprint/68754#authors> .
<http://digilib.uin-suka.ac.id/id/eprint/68754#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <http://digilib.uin-suka.ac.id/id/person/ext-488780afc0d3b01450798fa95ea4c15e> .
<http://digilib.uin-suka.ac.id/id/person/ext-488780afc0d3b01450798fa95ea4c15e> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> .
<http://digilib.uin-suka.ac.id/id/person/ext-488780afc0d3b01450798fa95ea4c15e> <http://xmlns.com/foaf/0.1/givenName> "NIM.: 22206052003"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/person/ext-488780afc0d3b01450798fa95ea4c15e> <http://xmlns.com/foaf/0.1/familyName> "Nida Muhliya Barkah"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/person/ext-488780afc0d3b01450798fa95ea4c15e> <http://xmlns.com/foaf/0.1/name> "NIM.: 22206052003 Nida Muhliya Barkah"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/EPrint> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/ThesisEPrint> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/dc/terms/isPartOf> <http://digilib.uin-suka.ac.id/id/repository> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://eprints.org/ontology/hasDocument> <http://digilib.uin-suka.ac.id/id/document/967451> .
<http://digilib.uin-suka.ac.id/id/document/967451> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<http://digilib.uin-suka.ac.id/id/document/967451> <http://www.w3.org/2000/01/rdf-schema#label> "OPTIMASI PADA TRANSFER LEARNING UNTUK KLASIFIKASI EMOSI WAJAH PADA DATASET FER-2013 (Text)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/dc/elements/1.1/hasVersion> <http://digilib.uin-suka.ac.id/id/document/967451> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://eprints.org/ontology/hasPublished> <http://digilib.uin-suka.ac.id/id/document/967451> .
<http://digilib.uin-suka.ac.id/id/document/967451> <http://eprints.org/ontology/hasFile> <https://digilib.uin-suka.ac.id/id/eprint/68754/1/22206052003_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf> .
<http://digilib.uin-suka.ac.id/id/document/967451> <http://purl.org/dc/terms/hasPart> <https://digilib.uin-suka.ac.id/id/eprint/68754/1/22206052003_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf> .
<https://digilib.uin-suka.ac.id/id/eprint/68754/1/22206052003_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf> <http://www.w3.org/2000/01/rdf-schema#label> "22206052003_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://eprints.org/ontology/hasDocument> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/document/967452> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<http://digilib.uin-suka.ac.id/id/document/967452> <http://www.w3.org/2000/01/rdf-schema#label> "OPTIMASI PADA TRANSFER LEARNING UNTUK KLASIFIKASI EMOSI WAJAH PADA DATASET FER-2013 (Text)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/dc/elements/1.1/hasVersion> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://eprints.org/ontology/hasPublished> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://eprints.org/ontology/hasDocument> <http://digilib.uin-suka.ac.id/id/document/968107> .
<http://digilib.uin-suka.ac.id/id/document/968107> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<http://digilib.uin-suka.ac.id/id/document/968107> <http://www.w3.org/2000/01/rdf-schema#label> "OPTIMASI PADA TRANSFER LEARNING UNTUK KLASIFIKASI EMOSI WAJAH PADA DATASET FER-2013 (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/document/968107> <http://eprints.org/relation/isVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/document/968107> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/document/968107> <http://eprints.org/relation/islightboxThumbnailVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://eprints.org/ontology/hasDocument> <http://digilib.uin-suka.ac.id/id/document/968108> .
<http://digilib.uin-suka.ac.id/id/document/968108> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<http://digilib.uin-suka.ac.id/id/document/968108> <http://www.w3.org/2000/01/rdf-schema#label> "OPTIMASI PADA TRANSFER LEARNING UNTUK KLASIFIKASI EMOSI WAJAH PADA DATASET FER-2013 (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/document/968108> <http://eprints.org/relation/isVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/document/968108> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/document/968108> <http://eprints.org/relation/ispreviewThumbnailVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://eprints.org/ontology/hasDocument> <http://digilib.uin-suka.ac.id/id/document/968109> .
<http://digilib.uin-suka.ac.id/id/document/968109> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<http://digilib.uin-suka.ac.id/id/document/968109> <http://www.w3.org/2000/01/rdf-schema#label> "OPTIMASI PADA TRANSFER LEARNING UNTUK KLASIFIKASI EMOSI WAJAH PADA DATASET FER-2013 (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/document/968109> <http://eprints.org/relation/isVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/document/968109> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/document/968109> <http://eprints.org/relation/ismediumThumbnailVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://eprints.org/ontology/hasDocument> <http://digilib.uin-suka.ac.id/id/document/968110> .
<http://digilib.uin-suka.ac.id/id/document/968110> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<http://digilib.uin-suka.ac.id/id/document/968110> <http://www.w3.org/2000/01/rdf-schema#label> "OPTIMASI PADA TRANSFER LEARNING UNTUK KLASIFIKASI EMOSI WAJAH PADA DATASET FER-2013 (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/document/968110> <http://eprints.org/relation/isVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/document/968110> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/document/968110> <http://eprints.org/relation/issmallThumbnailVersionOf> <http://digilib.uin-suka.ac.id/id/document/967452> .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://eprints.org/ontology/hasDocument> <http://digilib.uin-suka.ac.id/id/document/968111> .
<http://digilib.uin-suka.ac.id/id/document/968111> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<http://digilib.uin-suka.ac.id/id/document/968111> <http://www.w3.org/2000/01/rdf-schema#label> "OPTIMASI PADA TRANSFER LEARNING UNTUK KLASIFIKASI EMOSI WAJAH PADA DATASET FER-2013 (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/document/968111> <http://eprints.org/relation/isVersionOf> <http://digilib.uin-suka.ac.id/id/document/967451> .
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<http://digilib.uin-suka.ac.id/id/document/968111> <http://eprints.org/relation/islightboxThumbnailVersionOf> <http://digilib.uin-suka.ac.id/id/document/967451> .
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<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://eprints.org/ontology/hasDocument> <http://digilib.uin-suka.ac.id/id/document/968112> .
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<http://digilib.uin-suka.ac.id/id/document/968112> <http://www.w3.org/2000/01/rdf-schema#label> "OPTIMASI PADA TRANSFER LEARNING UNTUK KLASIFIKASI EMOSI WAJAH PADA DATASET FER-2013 (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<http://digilib.uin-suka.ac.id/id/document/968112> <http://eprints.org/relation/isVersionOf> <http://digilib.uin-suka.ac.id/id/document/967451> .
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<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://eprints.org/ontology/hasDocument> <http://digilib.uin-suka.ac.id/id/document/968113> .
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<http://digilib.uin-suka.ac.id/id/document/968113> <http://eprints.org/relation/isVersionOf> <http://digilib.uin-suka.ac.id/id/document/967451> .
<http://digilib.uin-suka.ac.id/id/document/968113> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.uin-suka.ac.id/id/document/967451> .
<http://digilib.uin-suka.ac.id/id/document/968113> <http://eprints.org/relation/ismediumThumbnailVersionOf> <http://digilib.uin-suka.ac.id/id/document/967451> .
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<http://digilib.uin-suka.ac.id/id/document/968114> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
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<http://digilib.uin-suka.ac.id/id/document/968114> <http://eprints.org/relation/isVersionOf> <http://digilib.uin-suka.ac.id/id/document/967451> .
<http://digilib.uin-suka.ac.id/id/document/968114> <http://eprints.org/relation/isVolatileVersionOf> <http://digilib.uin-suka.ac.id/id/document/967451> .
<http://digilib.uin-suka.ac.id/id/document/968114> <http://eprints.org/relation/issmallThumbnailVersionOf> <http://digilib.uin-suka.ac.id/id/document/967451> .
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<https://digilib.uin-suka.ac.id/id/eprint/68754/> <http://purl.org/dc/elements/1.1/title> "HTML Summary of #68754 \n\nOPTIMASI PADA TRANSFER LEARNING UNTUK KLASIFIKASI EMOSI WAJAH PADA DATASET FER-2013\n\n" .
<https://digilib.uin-suka.ac.id/id/eprint/68754/> <http://purl.org/dc/elements/1.1/format> "text/html" .
<https://digilib.uin-suka.ac.id/id/eprint/68754/> <http://xmlns.com/foaf/0.1/primaryTopic> <http://digilib.uin-suka.ac.id/id/eprint/68754> .
<http://digilib.uin-suka.ac.id/id/subject/004.> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://www.w3.org/2004/02/skos/core#Concept> .
<http://digilib.uin-suka.ac.id/id/subject/004.> <http://www.w3.org/2004/02/skos/core#prefLabel> "004 Pemrosesan Data, Ilmu Komputer, Teknik Informatika" .
<http://digilib.uin-suka.ac.id/id/eprint/68754> <http://purl.org/dc/terms/subject> <http://digilib.uin-suka.ac.id/id/subject/004.> .