Hlavní stránka > Výsledky hledání: Tichý, Jonáš
Hledej:
Tipy pro vyhledávaní :: Rozšířené hledání
Hledej ve sbírkách:
Seřadit podle: Zobrazit výsledky: Výstupní formát:
Národní úložiště šedé literatury Nalezeno 2 záznamů.  Hledání trvalo 0.01 vteřin. 
Photo Noise Reduction Using Deep Neural Networks
 Tichý, Jonáš ; Juránek, Roman (oponent) ; Španěl, Michal (vedoucí práce)
Image noise is a fundamental problem in digital photography. The goal of this thesis is to study the use of deep neural networks in denoising of digital photographs. Two different denoising methods based on deep neural networks, DnCNN and BRDNet, were implemented and their performance was measured in several experiments. Additionally, a user testing experiment was designed and carried out to evaluate the perceived image quality of the studied methods by the general public. The experiments have shown that while both methods achieve state-of-the-art denoising results in metrics such as PSNR and SSIM, the perceived visual quality does not always correlate with the numerical metrics. The results presented in this thesis highlight the importance of proper training datasets and image quality metrics in digital photography denoising.
Úplný záznam
Photo Noise Reduction Using Deep Neural Networks
 Tichý, Jonáš ; Juránek, Roman (oponent) ; Španěl, Michal (vedoucí práce)
Image noise is a fundamental problem in digital photography. The goal of this thesis is to study the use of deep neural networks in denoising of digital photographs. Two different denoising methods based on deep neural networks, DnCNN and BRDNet, were implemented and their performance was measured in several experiments. Additionally, a user testing experiment was designed and carried out to evaluate the perceived image quality of the studied methods by the general public. The experiments have shown that while both methods achieve state-of-the-art denoising results in metrics such as PSNR and SSIM, the perceived visual quality does not always correlate with the numerical metrics. The results presented in this thesis highlight the importance of proper training datasets and image quality metrics in digital photography denoising.
Úplný záznam

Viz též: podobná jména autorů
26 TICHÝ, Jan
1 Tichý, J.
13 Tichý, Jakub
1 Tichý, Jakub Štěpán
26 Tichý, Jan
1 Tichý, Jaromír
24 Tichý, Jiří
1 Tichý, Josef
26 Tichý, Ján
Chcete být upozorněni, pokud se objeví nové záznamy odpovídající tomuto dotazu?
Přihlásit se k odběru RSS.
Digitální repozitář :: Hledej :: Nový záznam :: Personalizace :: Nápověda
Powered by Invenio v1.1.2
Spravuje admin.invenio@techlib.cz
Tato stránka je dostupná také v následujících jazycích:
Česky  English