?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=DETEKSI+TERATOZOOSPERMIA+BERDASARKAN+MORFOLOGI%0D%0ASPERMA+MANUSIA+MENGGUNAKAN+YOLOv8+&rft.creator=NABILLAH%2C++AISYAH&rft.subject=000+Ilmu+komputer%2C+informasi+dan+pekerjaan+umum&rft.subject=500+ilmu+pengetahuan+alam+dan+matematika&rft.description=Infertilitas+menjadi+masalah+yang+semakin+banyak+ditemui+di+seluruh+dunia%2C%0D%0Aterutama+pada+pria+yang+berkontribusi+signifikan+terhadap+banyak+kasus+yang%0D%0Aterjadi.+Teratozoospermia+merupakan+kondisi+yang+ditandai+dengan+morfologi%0D%0Asperma+abnormal+yang+telah+diidentifikasi+sebagai+salah+satu+penyebab+utama%0D%0Ainfertilitas+pria.+Penelitian+ini+bertujuan+untuk+meningkatkan+deteksi+dan+klasifikasi%0D%0Ateratozoospermia+dengan+memanfaatkan+teknik+deep+learning+yaitu+model%0D%0AYOLOv8.+Dataset+yang+digunakan+adalah+dataset+VISEM+yang+terdiri+dari+85+video%0D%0Asperma+yang+diproses+menjadi+gambar%2C+dianotasi%2C+dan+diaugmentasi+untuk%0D%0Ameningkatkan+performa+model.+Data+dibagi+menjadi+3+jenis+yaitu+training%2C%0D%0Avalidation%2C+dan+testing+dengan+2+jenis+kelas+label+yaitu+normal+dan+abnormal.%0D%0ASerangkaian+teknik+yang+digunakan+yaitu+resizing%2C+cropping%2C+dan+augmentasi+untuk%0D%0Ameningkatkan+kualitas+data.+Selain+deteksi%2C+penelitian+ini+menerapkan+algoritma%0D%0ABytetrack+untuk+melakukan+tracking+pergerakan+sperma+dan+menghitung+jumlah%0D%0Asperma+normal+dan+abnormal+secara+akurat.+Evaluasi+model+dilakukan%0D%0Amenggunakan+metrik+seperti+precicion%2C+recall%2C+f1-score+dan+mean+average+precision%0D%0A(mAP).+Hasil+terbaik+diperoleh+pada+skenario+pembagian+data+80%3A10%3A10+dengan+120%0D%0Aepoch+dengan+oversampling+yang+menghasilkan+nilai+precision+96.5%25%2C+recall%0D%0A97.4%25%2C+f1-score+96.9%25+dan+mAP+98.9%25.+Model+YOLOv8+menunjukkan+performa%0D%0Abaik+dalam+deteksi+secara+real-time+dan+dikombinasikan+dengan+Bytetrack+mampu%0D%0Amendukung+proses+analisa+sperma+yang+lebih+akurat+dan+efisien+untuk+mendukung%0D%0Adiagnosa+infertilitas+pria.++%0D%0AKata+Kunci+%3A+Teratozoospermia%2C+Deep+Learning%2C+YOLOv8%2C+Deteksi+Objek%2C%0D%0ABytetrack%2C+Kasifikasi%2C+Sperma.+%0D%0A+%0D%0A%0D%0AInfertility+is+becoming+an+increasingly+prevalent+problem+worldwide%2C+with+men%0D%0Acontributing+significantly+to+many+of+the+cases.+Teratozoospermia+is+a+condition%0D%0Acharacterized+by+abnormal+sperm+morphology+that+has+been+identified+as+one+of+the%0D%0Amain+causes+of+male+infertility.+This+study+aims+to+improve+the+detection+and%0D%0Aclassification+of+teratozoospermia+by+utilizing+deep+learning+techniques%2C+namely+the%0D%0AYOLOv8+model.+The+dataset+used+is+the+VISEM+dataset+consisting+of+85+sperm%0D%0Avideos+that+are+processed+into+images%2C+annotated%2C+and+augmented+to+improve+model%0D%0Aperformance.+The+data+is+divided+into+3+types+namely+training%2C+validation%2C+and%0D%0Atesting+with+2+types+of+label+classes+namely+normal+and+abnormal.+A+series+of%0D%0Atechniques+were+used+such+as+resizing%2C+cropping%2C+and+augmentation+to+improve+the%0D%0Adata+quality.+In+addition+to+detection%2C+this+study+applies+the+Bytetrack+algorithm+to%0D%0Atrack+sperm+movement+and+accurately+count+the+number+of+normal+and+abnormal%0D%0Asperm.+Model+evaluation+is+performed+using+metrics+such+as+precision%2C+recall%2C+f1score%0D%0A%0D%0Aand+mean+average+precision+(mAP).+The+best+results+were+obtained+in+the%0D%0A80%3A10%3A10+data+division+scenario+with+120+epochs+with+oversampling+which+resulted%0D%0Ain+a+precision+value+of+96.5%25%2C+recall+97.4%25%2C+f1-score+96.9%25+and+mAP+98.9%25.+The%0D%0AYOLOv8+model+shows+good+performance+in+real-time+detection+and+combined+with%0D%0ABytetrack+can+support+a+more+accurate+and+efficient+sperm+analysis+process+to%0D%0Asupport+male+infertility+diagnosis.%0D%0A%0D%0A%0D%0AKeywords%3A+Teratozoospermia%2C+Deep+Learning%2C+YOLOv8%2C+Object+Detection%2C%0D%0ABytetrack%2C+Classification%2C+Sperm.%0D%0A+&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM+&rft.date=2025-06-04&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F89184%2F1%2FABSTRAK.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F89184%2F2%2FSKRIPSI%2520FULL.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F89184%2F3%2FSKRIPSI%2520FULL%2520TANPA%2520PEMBAHASAN.pdf&rft.identifier=++NABILLAH%2C+AISYAH++(2025)+DETEKSI+TERATOZOOSPERMIA+BERDASARKAN+MORFOLOGI+SPERMA+MANUSIA+MENGGUNAKAN+YOLOv8.++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM+%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F89184%2F