Machine Learning Based Interactive Drawing Platform

Kural O. E., Kılıç E.

25th Signal Processing and Communications Applications Conference (SIU), Antalya, Türkiye, 15 - 18 Mayıs 2017 identifier identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Doi Numarası: 10.1109/siu.2017.7960668
  • Basıldığı Şehir: Antalya
  • Basıldığı Ülke: Türkiye
  • Anahtar Kelimeler: Hand drawing shape recognition, Support vector machine, Mobile learning, (Modified) Hausdorff distance
  • Ondokuz Mayıs Üniversitesi Adresli: Evet

Özet

In this study, supporting mobile application based on machine learning in which the children can do drawing studies on basic geometric shapes is developed. Some feedback is provided to support the drawing of the children by creating a drawing platform in application. 5-class dataset consisting of straight line, triangle, rectangle, circle and ellipse shapes was created by choosing 6-8 years old children as target group for the study. Drawing data that classified with support vector machines were graded with Hausdorff distance criteria. Feedback messages supporting the drawing phases were generated according to the obtained grades.