?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=PENERAPAN+MODEL+YOU+ONLY+LOOK+ONCE+(YOLO)+DAN%0D%0ATRANSFORMERS+BASED+ON+OPTICAL+CHARACTER+RECOGNITION%0D%0A(TROCR)+UNTUK+PENDETEKSIAN+DAN+PEMBACAAN+PELAT%0D%0A%0D%0ANOMOR+KENDARAAN&rft.creator=ZIYAD+%2C+ZIYAD+MUHAMMAD+ADZIN+AZZUFARI&rft.subject=500+ilmu+pengetahuan+alam+dan+matematika&rft.subject=510+Matematika&rft.description=Pengenalan+pelat+nomor+kendaraan+memainkan+peran+penting+dalam+berbagai%0D%0Aaplikasi+sistem+transportasi+cerdas%2C+seperti+manajemen+lalu+lintas+dan+sistem%0D%0Akeamanan+parkir.+Secara+umum%2C+pendekatan+yang+digunakan+berfokus+pada%0D%0Apendeteksian+dan+pengenalan+pelat+nomor+secara+real-time+untuk+pemantauan+lalu%0D%0Alintas.+Namun%2C+penelitian+ini+hanya+berfokus+pada+pengolahan+gambar+yang+diambil%0D%0Amelalui+kamera.+Tantangan+utama+dalam+pengembangan+sistem+ini+mencakup%0D%0Avariasi+ukuran%2C+bentuk%2C+pencahayaan%2C+serta+kondisi+lingkungan+yang+mempengaruhi%0D%0Aakurasi+pendeteksian+dan+pengenalan+karakter+secara+otomatis.+Penelitian+ini%0D%0Abertujuan+untuk+membangun+sistem+yang+mengintegrasikan+You+Only+Look+Once%0D%0Aversion+8+(YOLOv8)+untuk+pendeteksian+pelat+nomor+dan+Transformer-based%0D%0AOptical+Character+Recognition+(TrOCR)+untuk+pengenalan+karakter.+Dengan%0D%0Amenggunakan+YOLOv8%2C+sistem+mampu+mencapai+hasil+evaluasi+yang+sangat+baik%0D%0Adengan+nilai+mean+Average+Precision+(mAP50)+sebesar+99%2C5%25%2C+mAP50-95+sebesar%0D%0A83%2C78%25%2C+dan+recall+sebesar+100%25+pada+data+validasi.+Penggunaan+TrOCR+untuk%0D%0Apengenalan+karakter+menghasilkan+nilai+Character+Error+Rate+(CER)+terbaik%0D%0Asebesar+0%2C011+pada+data+validasi+dan+1%2C12%25+pada+data+pengujian.+Hasil+penelitian%0D%0Amenunjukkan+bahwa+pendekatan+berbasis+YOLOv8+dan+TrOCR+mampu%0D%0Amenghadirkan+sistem+yang+efisien+dan+akurat+dalam+mendeteksi+dan+mengenali%0D%0Apelat+nomor+kendaraan%2C+dengan+potensi+untuk+diaplikasikan+pada+sistem%0D%0Apemantauan+lalu+lintas+secara+real-time.%0D%0AKata+Kunci%3A+Pengenalan+pelat+nomor%2C+YOLOv8%2C+TrOCR%2C+Sistem+Transportasi%0D%0ACerdas%2C+Deteksi+objek%2C+Pengenalan+karakter%2C+Pemantauan+lalu+lintas+real-time%2C+Visi%0D%0Akomputer%0D%0A%0D%0A%0D%0ALicense+plate+recognition+plays+a+crucial+role+in+various+applications+of+Intelligent%0D%0ATransportation+Systems+(ITS)%2C+such+as+traffic+management%2C+vehicle+tracking%2C+and%0D%0Aparking+security+systems.+While+general+approaches+focus+on+real-time+detection%0D%0Aand+recognition+of+license+plates+for+traffic+monitoring%2C+this+research+is+limited+to%0D%0Aprocessing+images+captured+through+cameras.+The+main+challenges+in+developing%0D%0Asuch+systems+include+variations+in+plate+size%2C+shape%2C+lighting%2C+and+environmental%0D%0Aconditions%2C+which+impact+the+accuracy+of+automatic+detection+and+character%0D%0Arecognition.+This+study+aims+to+develop+a+system+that+integrates+You+Only+Look%0D%0AOnce+version+8+(YOLOv8)+for+license+plate+detection+and+Transformer-based%0D%0AOptical+Character+Recognition+(TrOCR)+for+character+recognition.+Using+YOLOv8%2C%0D%0Athe+system+achieved+high+evaluation+results+with+a+mean+Average+Precision%0D%0A(mAP50)+of+99.5%25%2C+mAP50-95+of+83.78%25%2C+and+a+recall+of+100%25+on+the+validation%0D%0Adata.+For+character+recognition%2C+TrOCR+yielded+the+best+Character+Error+Rate+(CER)%0D%0Aof+0.011+on+validation+data+and+1.12%25+on+test+data.+The+findings+show+that+the%0D%0Acombined+approach+of+YOLOv8+and+TrOCR+offers+an+efficient+and+accurate+system%0D%0Afor+detecting+and+recognizing+license+plates%2C+with+potential+for+real-time+traffic%0D%0Amonitoring+applications.%0D%0AKeywords%3A+License+plate+recognition%2C+YOLOv8%2C+TrOCR%2C+Intelligent+Transportation%0D%0ASystems%2C+Object+detection%2C+Character+recognition%2C+Real-time+traffic+monitoring%2C%0D%0AComputer+vision.&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM&rft.date=2024-09-10&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F83910%2F1%2F1.%2520ABSTRAK%2520-%2520ABSTRACT%2520-%2520ziyad%2520ziyad.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F83910%2F2%2FSKRIPSI%2520FULL%2520-%2520ziyad%2520ziyad.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F83910%2F3%2F3.%2520SKRIPSI%2520TANPA%2520BAB%2520PEMBAHASAN%2520-%2520ziyad%2520ziyad.pdf&rft.identifier=++ZIYAD+%2C+ZIYAD+MUHAMMAD+ADZIN+AZZUFARI++(2024)+PENERAPAN+MODEL+YOU+ONLY+LOOK+ONCE+(YOLO)+DAN+TRANSFORMERS+BASED+ON+OPTICAL+CHARACTER+RECOGNITION+(TROCR)+UNTUK+PENDETEKSIAN+DAN+PEMBACAAN+PELAT+NOMOR+KENDARAAN.++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F83910%2F