?url_ver=Z39.88-2004&rft_id=1717051005&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=PERBANDINGAN+KINERJA+KLASIFIKASI+SUPPORT+VECTOR+MACHINE+(SVM)+DAN+CONVOLUTIONAL+NEURAL+NETWORK+(CNN)+PADA+UJI+DAYA+KECAMBAH+BENIH+PADI+(Oryza+sativa+L.)+BERBASIS+CITRA+DIGITAL&rft.creator=Noverina+Ika+%2C+Tama&rft.subject=000+Ilmu+komputer%2C+informasi+dan+pekerjaan+umum&rft.subject=005+Pemrograman+komputer%2C+program+dan+data&rft.description=Padi+merupakan+salah+satu+sumber+sumber+makan+pokok+yang+menjadi+komoditas+utama+dalam+menyokong+pangan+masyarakat+Indonesia+yang+terus+meningkat.++Peningkatan+produksi+padi+dihasilkan+dari+penggunaan+varietas+benih+unggul.+Salah+satu+metode+untuk+menguji+mutu+benih+padi+adalah+dengan+uji+daya+kecambah+benih+padi.+Pengujian+uji+daya+kecambah+padi+dapat+dilakukan+dengan+metode+uji+kertas+digulung+didirikan+dalam+plastik+(UDKdp).+Hasil+uji+daya+kecambah+yang+dilakukan+dengan+benih+padi+akan+menghasilkan+kecambah+benih+dengan+tiga++kriteria+yaitu+kecambah+normal%2C+kecambah+abnormal%2C+dan+benih+mati.+Penelitian+ini+memanfaatkan+penggunaan+teknologi+computer+vision+untuk+mengklasifikasikan+hasil+perkecambahan+benih+padi+berdasarkan+citra+digital+yang+dihasilkan.+Penelitian+ini+membandingkan+kinerja+dua+metode+klasifikasi%2C+yaitu+Support+Vector+Machine+(SVM)+dan+Convolutional+Neural+Network+(CNN).+Dataset+yang+digunakan+dalam+penelitian+ini+dengan+dua+skenario+yakni+berjumlah+400+dan+600+citra.+K-fold+cross+validation+digunakan+dalam+penelitian+ini+untuk+melihat+variasi+kinerja+model+pada+berbagai+subset+data+pelatihan.+Hasil+akurasi+klasifikasi+dengan+menggunakan+model+klasifikasi+SVM+didapati+hasil+akurasi+sebesar+72%2C50%25+dan+menggunakan+model+klasifikasi+CNN+hasil+akurasi+sebesar+99%2C75%25.+%0D%0A%0D%0AKata+Kunci%3A+Kecambah+padi%2C+computer+vision%2C+klasifikasi%2C+SVM%2C+CNN.+%0D%0A%0D%0A%0D%0A%0D%0A%0D%0A%0D%0A%0D%0A%0D%0AABSTRACT%0D%0A%0D%0ARice+is+one+of+the+primary+food+sources+and+a+major+commodity+in+supporting+the+Indonesian+population's+food+needs%2C+which+is+continuously+increasing.+The+increase+in+rice+production+is+achieved+through+the+use+of+superior+seed+varieties.+One+method+for+testing+the+quality+of+rice+seeds+is+through+seed+germination+tests.+Rice+seed+germination+tests+can+be+conducted+using+the+rolled+paper+test+method+established+in+plastic.+The+results+of+the+seed+germination+test+will+classify+the+seedlings+into+three+categories%3A+normal+seedlings%2C+abnormal+seedlings%2C+and+dead+seeds.+This+study+utilizes+computer+vision+technology+to+classify+the+germination+results+of+rice+seeds+based+on+digital+images.+The+study+compares+the+performance+of+two+classification+methods%2C+namely+Support+Vector+Machine+(SVM)+and+Convolutional+Neural+Network+(CNN).+The+dataset+used+in+this+study+consists+of+400+and+600+images%2C+representing+two+scenarios.+K-fold+cross-validation+is+employed+to+assess+the+model's+performance+variation+across+different+training+data+subsets.+The+classification+accuracy+results+using+the+SVM+classification+model+yielded+an+accuracy+of+72.50%25%2C+while+the+CNN+classification+model+achieved+an+accuracy+of+99.75%25.%0D%0A%0D%0AKeywords%3A+Rice+seed+germination%2C+computer+vision%2C+classification%2C+SVM%2C+CNN.+&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM+&rft.date=2023-06-12&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F75670%2F1%2FABSTRAK.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F75670%2F2%2FSKRIPSI%2520FULL.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F75670%2F3%2FSKRIPSI%2520TANPA%2520BAB%2520PEMBAHASAN.pdf&rft.identifier=++Noverina+Ika+%2C+Tama++(2023)+PERBANDINGAN+KINERJA+KLASIFIKASI+SUPPORT+VECTOR+MACHINE+(SVM)+DAN+CONVOLUTIONAL+NEURAL+NETWORK+(CNN)+PADA+UJI+DAYA+KECAMBAH+BENIH+PADI+(Oryza+sativa+L.)+BERBASIS+CITRA+DIGITAL.++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM+%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F75670%2F