?url_ver=Z39.88-2004&rft_id=2057051020&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=KLASIFIKASI+WAJAH+PADA+PENGENDARA+SEPEDA+MOTOR+RODA%0D%0ADUA+MENGGUNAKAN+FASTER+REGION-BASED+CONVOLUTIONAL%0D%0ANEURAL+NETWORK+(FASTER+R-CNN)&rft.creator=AZZAHRA+NABILA+%2C+WIBIRASYA+&rft.subject=000+Ilmu+komputer%2C+informasi+dan+pekerjaan+umum&rft.subject=001+Ilmu+pengetahuan&rft.description=Di+Indonesia%2C+kriminalitas+telah+menjadi+masalah+sosial+yang+cukup+serius+beberapa%0D%0Adekade+terakhir.+Sebagian+besar+kejahatan+terutama+kejahatan+dijalanan%2C+melibatkan%0D%0Apelaku+yang+berusaha+menyembunyikan+identitas+mereka%2C+salah+satunya+dengan%0D%0Amenggunakan+helm.+Oleh+karena+itu%2C+penting+untuk+memiliki+teknologi+yang+dapat%0D%0Amengidentifikasi+wajah+pengendara+yang+menggunakan+helm.+Salah+satu%0D%0Apendekatan+deteksi+objek+berbasis+wilayah+yang+efisien+dalam+proses+deteksi+adalah%0D%0AFaster+R-CNN.+Penelitian+ini+mengimplementasikan+Faster+R-CNN+untuk%0D%0Aklasifikasi+wajah+pengendara+sepeda+motor%2C+khususnya+pada+data+asli+dan+data+yang%0D%0Atelah+diaugmentasi+dengan+rotasi+10%C2%B0%2C+dan+rotasi+-10%C2%B0.+Model+ini+menggabungkan%0D%0Adeep+fully+convolutional+network+(FCN)%2C+region+proposal+network+(RPN)%2C+dan+Fast%0D%0AR-CNN%2C+serta+memanfaatkan+transfer+learning+dengan+model+ResNet-50+sebagai%0D%0Aekstraktor+fitur.+Pengujian+dilakukan+pada+beberapa+kategori%2C+seperti+pengendara%0D%0Atanpa+helm%2C+pengendara+dengan+helm+double+visor+(tertutup+penuh%2C+sebagian%2C+atau%0D%0Adengan+masker).+Hasil+menunjukkan+kinerja+yang+unggul+dengan+presisi+96%2C34%25%0D%0Arecall+91%2C55%25%2C+dan+F1-score+93%2C82%25.+Evaluasi+juga+menggunakan+confusion+matrix%0D%0Auntuk+memastikan+akurasi+model+dalam+mengenali+wajah+pengendara+di+berbagai%0D%0Akondisi.%0D%0AKata+kunci+%3A+Faster+R-CNN%2C+Pengenalan+Wajah%2C+ResNet50.%0D%0A%0D%0AIn+Indonesia%2C+crime+has+become+a+serious+social+problem+in+recent+decades.+Most%0D%0Acrimes%2C+especially+street+crimes%2C+involve+perpetrators+trying+to+hide+their+identity%2C%0D%0Aone+of+which+is+by+wearing+a+helmet.+Therefore%2C+it+is+important+to+have+a+technology%0D%0Athat+can+identify+the+faces+of+riders+wearing+helmets.+One+of+the+efficient+regionbased%0D%0Aobject+detection+approaches+in+the+detection+process+is+Faster+R-CNN.+This%0D%0Aresearch+implements+Faster+R-CNN+for+motorcyclist+face+classification%2C+specifically%0D%0Aon+the+original+data+and+data+that+has+been+augmented+with+10%C2%B0+rotation%2C+and+-10%C2%B0%0D%0Arotation.+This+model+combines+deep+fully+convolutional+network+(FCN)%2C+region%0D%0Aproposal+network+(RPN)%2C+and+Fast+R-CNN%2C+and+utilizes+transfer+learning+with%0D%0AResNet-50+model+as+a+feature+extractor.+Tests+were+conducted+on+several%0D%0Acategories%2C+such+as+riders+without+helmets%2C+riders+with+double+visor+helmets+(fully%2C%0D%0Apartially%2C+or+with+masks).+Results+show+superior+performance+with+96.34%25%0D%0Aprecision+91.55%25+recall%2C+and+93.82%25+F1-score.+The+evaluation+also+uses+confusion%0D%0Amatrix+to+ensure+the+accuracy+of+the+model+in+recognizing+the+rider's+face+in+various%0D%0Aconditions.%0D%0AKeywords%3A+Faster+R-CNN%2C+Face+recognition%2C+ResNet50.&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM&rft.date=2024-12-19&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F89402%2F1%2FABSTRAK.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F89402%2F2%2FSKRIPSI%2520FULL.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F89402%2F3%2FSKRIPSI%2520TANPA%2520BAB%2520PEMBAHASAN.pdf&rft.identifier=++AZZAHRA+NABILA+%2C+WIBIRASYA+++(2024)+KLASIFIKASI+WAJAH+PADA+PENGENDARA+SEPEDA+MOTOR+RODA+DUA+MENGGUNAKAN+FASTER+REGION-BASED+CONVOLUTIONAL+NEURAL+NETWORK+(FASTER+R-CNN).++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F89402%2F