Automatic High-Resolution Mustache Pattern Synthesis From Denim Fabric
نویسندگان
چکیده
Denim kumaşlarındaki bıyık desenlerinin elde edilmesi uzman bir kişi tarafından manuel olarak yaklaşık 2-3 saat sürmektedir. Zamansal maliyetle birlikte bazlı üretimden kaynaklı hatalar meydana gelmektedir. Bu problemin çözümü için bu çalışmada güncel Çekişmeli üretici ağlardan biri olan Pix2PixHD mimarisi kullanılmıştır. Derin öğrenme tabanlı mimarinin kullanımı 2048x1024 ebatlarındaki 589 adet kumaşı-Bıyık Deseni görüntü çiftinden oluşan Denim2BıyıkHD veri kümesi hazırlanmıştır. Mimarinin en uygun sonuçları verebilmesi üzerinde iyileştirmeler yapılarak geliştirilmiş versiyonu önerilmiştir. Eğitim işleminden sonra yöntemle kalitesinde 92% oranında başarım sağlanırken, zamansal üretim işlem maliyeti 1 saniyenin altına düşürülmüştür. çalışmayla otomatik, yüksek kalitede, hızlı ve nesnel şekilde üretimini sağlayan yazılımsal sistem geliştirilmiştir.
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ژورنال
عنوان ژورنال: Bilgisayar bilimleri
سال: 2022
ISSN: ['2548-1304']
DOI: https://doi.org/10.53070/bbd.1173565