Show simple item record

dc.contributor.advisorArisandi, Dedy
dc.contributor.advisorJaya, Ivan
dc.contributor.authorFikri, Mhd Arsya
dc.date.accessioned2024-02-16T08:48:30Z
dc.date.available2024-02-16T08:48:30Z
dc.date.issued2023
dc.identifier.urihttps://repositori.usu.ac.id/handle/123456789/91397
dc.description.abstractCoffee (Coffea sp.) is the largest tropical commodity due to its beans that can be processed into beverages. In Indonesia, there are three most sought-after types of coffee beans, those are Arabica, Robusta, and Liberica. The characteristics of these three types of coffee beans are so similiar, making it challenging to distinguish them manually. The possibility of fraudulent coffee transactions is evident by mixing different types of coffee beans. Skill, experience, and precision are required to differentiate coffee bean types manually. Technological advancements can be utilized to support the differentiation process through the application of computer vision technology. In this study, the Single Shot MultiBox Detector-MobileNet (SSD-MobileNet) method is implemented to perform the task of detecting coffee bean types, consist of Arabica, Robusta, and Liberica. The detection of coffee bean types is carried out in real-time using a smartphone camera. Based on the conducted testing, it is found that the system built with the implementation of the SSD-MobileNet method is capable of detecting coffee bean types with an accuracy of 91,42%.en_US
dc.language.isoiden_US
dc.publisherUniversitas Sumatera Utaraen_US
dc.subjectCoffee Beansen_US
dc.subjectComputer Visionen_US
dc.subjectSSD-MobileNeten_US
dc.subjectReal-Timeen_US
dc.subjectSDGsen_US
dc.titleDeteksi Jenis Biji Kopi secara Real-Time Menggunakan Single Shot Multibox Detector-Mobileneten_US
dc.typeThesisen_US
dc.identifier.nimNIM191402066
dc.identifier.nidnNIDN0031087905
dc.identifier.nidnNIDN0107078404
dc.identifier.kodeprodiKODEPRODI59201#Teknologi Informasi
dc.description.pages76 Halamanen_US
dc.description.typeSkripsi Sarjanaen_US


Files in this item

Thumbnail
Thumbnail

This item appears in the following Collection(s)

Show simple item record