Finding Location of A Photograph with Deep Learning

Ozkose Y. E., Yilikoglu T. A., KARACAN L., Erdem A.

26th IEEE Signal Processing and Communications Applications Conference (SIU), İzmir, Türkiye, 2 - 05 Mayıs 2018 identifier identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Cilt numarası:
  • Doi Numarası: 10.1109/siu.2018.8404530
  • Basıldığı Şehir: İzmir
  • Basıldığı Ülke: Türkiye
  • Hacettepe Üniversitesi Adresli: Evet

Özet

Finding location of a photograph is a challenging computer vision problem. In this paper, different deep learning models which finds the city where a photo was taken were studied for the cities of Turkey first time. For this purpose, a new dataset in which there are photos from 15 cities of Turkey was collected and transfer learning was performed using pre-trained deep convolutional neural network(CNN) models for image recognition on big visual datasets and those pre-trained models are compared according to their prediction performances on proposed dataset.