Automatic Definition of Optimal Default Parameters of Models: Image Matting Application


Ravve E. V., Volkovich Z., Weber G.

17th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC), Timisoara, Romanya, 21 - 24 Eylül 2015, ss.251-254 identifier identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Doi Numarası: 10.1109/synasc.2015.47
  • Basıldığı Şehir: Timisoara
  • Basıldığı Ülke: Romanya
  • Sayfa Sayıları: ss.251-254
  • Orta Doğu Teknik Üniversitesi Adresli: Evet

Özet

As a general rule, each user must provide the tool applied with particular values of its input parameters. An inexperienced user may hardly figure out their values and the tool developer must define the default values in order to help her/him. We present an approach to solve the problem with the help of multi-criteria optimization that is new in this formulation. We demonstrate our approach in closer details using an example from the automatic definition of optimal default parameters for real-time merging of visual objects. Our approach is generic and may be also used for any kind of such inverse problems.