DeepSR: a deep learning tool for image super resolution
Yükleniyor...
Dosyalar
Tarih
2023
Yazarlar
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
ELSEVIER
Erişim Hakkı
info:eu-repo/semantics/openAccess
Özet
An open source tool is introduced that provides a versatile environment to meet the needs of re- searchers in developing deep learning (DL) algorithms for single image super-resolution reconstruction (SISR). The processes of SISR were carefully studied, unified and integrated to create software that can be used by the community for any type of imaging method such as aerial, medical, optical, etc. DeepSR allows easy implementation of SISR application with rapidly prototyped DL models, and detailed reporting and recording of the results. The entire experiment can be done with simple command line scripts. It can be easily extended by user-defined metrics, augmentations, callbacks, etc.
Açıklama
Anahtar Kelimeler
Software, Tool, Deep learning, Super-resolution, Image
Kaynak
SoftwareX
WoS Q Değeri
Q2
Scopus Q Değeri
Q2
Cilt
21
Sayı
Künye
Temiz, H. (2023). DeepSR: A deep learning tool for image super resolution. SoftwareX, 21.
