Infrared-to-Optical Image Translation for Keypoint-Based Image Registration Anahtar Nokta Tabanli Görüntü Eşleştirme için Kizilötesi-Optik Görüntü Çevrimi
30th Signal Processing and Communications Applications Conference, SIU 2022, Safranbolu, Türkiye, 15 - 18 Mayıs 2022, (Tam Metin Bildiri)
- Yayın Türü: Bildiri / Tam Metin Bildiri
- Doi Numarası: 10.1109/siu55565.2022.9864815
- Basıldığı Şehir: Safranbolu
- Basıldığı Ülke: Türkiye
- Anahtar Kelimeler: GAN, image trans-lation network, Multi-modal image registration
- İstanbul Medipol Üniversitesi Adresli: Evet
Özet
Multi-modal image registration is a critical step in many remote sensing and visual navigation applications. While image registration techniques developed for single modality images do not perform well for multi-modal registration, techniques developed for multi-modal image registration are not suitable for real-time applications. In this study, we aim to achieve real-time registration of infrared and optical (visible range) images. Specifically, we investigate the use of image-to-image translation deep network to convert infrared images to optical images, which is then applied for keypoint-based image registration.