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National Repository of Grey Literature

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Photo Noise Reduction Using Deep Neural Networks Tichý, Jonáš ; Juránek, Roman (referee) ; Španěl, Michal (advisor) Obrazový šum je fundamentálním problémem v digitální fotografii. Cílem této práce je studium redukce šumu ve fotografiích pomocí hlubokých neuronových sítí. Dvě vybrané metody založené na hlubokých neuronových sítích, DnCNN a BRDNet, byly implementovány a jejich výkon byl změřen v několika experimentech. Kromě toho byl navržen a proveden experiment na uživatelích s cílem vyhodnotit vnímanou kvalitu obrazu širokou veřejností. Experimenty ukázaly, že zatímco obě metody dosahují výborných výsledků v metrikách, jako je PSNR a SSIM, vnímaná vizuální kvalita ne vždy koreluje s numerickými metrikami. Výsledky prezentované v této práci zdůrazňují důležitost vhodných trénovacích dat a metrik kvality obrazu v odšumování digitálních fotografií. Detailed record

Photo Noise Reduction Using Deep Neural Networks Tichý, Jonáš ; Juránek, Roman (referee) ; Španěl, Michal (advisor) Obrazový šum je fundamentálním problémem v digitální fotografii. Cílem této práce je studium redukce šumu ve fotografiích pomocí hlubokých neuronových sítí. Dvě vybrané metody založené na hlubokých neuronových sítích, DnCNN a BRDNet, byly implementovány a jejich výkon byl změřen v několika experimentech. Kromě toho byl navržen a proveden experiment na uživatelích s cílem vyhodnotit vnímanou kvalitu obrazu širokou veřejností. Experimenty ukázaly, že zatímco obě metody dosahují výborných výsledků v metrikách, jako je PSNR a SSIM, vnímaná vizuální kvalita ne vždy koreluje s numerickými metrikami. Výsledky prezentované v této práci zdůrazňují důležitost vhodných trénovacích dat a metrik kvality obrazu v odšumování digitálních fotografií. Detailed record

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