Implementation of Single Image Super-Resolution Methods on Ultrasound Images Tek Görüntü Süper Çözünürlük Yöntemlerinin Ultrason Görüntülerinde Uygulanmasi

Yasin E. K., Bilge H. Ş.

30th Signal Processing and Communications Applications Conference, SIU 2022, Safranbolu, Türkiye, 15 - 18 Mayıs 2022 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Doi Numarası: 10.1109/siu55565.2022.9864888
  • Basıldığı Şehir: Safranbolu
  • Basıldığı Ülke: Türkiye
  • Anahtar Kelimeler: DCSCN, deep learning, EDSR, super resolution, ultrasound
  • Gazi Üniversitesi Adresli: Evet

Özet

© 2022 IEEE.Today, image quality has become an important factor in many areas. Especially in the field of medical imaging, high-resolution images are needed. In this study, EDSR (Enhanced Deep Residual Networks for Single Image Super-Resolution) and DCSCN (Fast and Accurate Image Super-Resolution by Deep Convolutional Neural Network with Skip Connection and Network in Network) methods were trained using the ultrasound dataset and the results were compared, considering the need for high resolution images in the medical field.