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National Repository of Grey Literature

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The use of deep neural networks for the evaluation of metallographic cross-sections Semančík, Adam ; Mendřický, Radomír (referee) ; Hurník, Jakub (advisor) Táto diplomová práca skúma aplikáciu hlbokých neurónových sietí pre vylepšenie hodnotenia metalografických výbrusov pre materiály vyrobené pomocou aditívnej výroby. Zameriava sa na dve pokročilé techniky spracovania obrazu: sémantickú segmentáciu a super-rozlíšenie obrazu. Na sémantickú segmentáciu bola použitá architektúra U-Net pre klasifikáciu defektov, ako sú dva typy pórov. Okrem toho bol použitý model SRGAN (Super-Resolution Generative Adversarial Network) pre zvýšenie rozlíšenia obrazu, čo potenciálne zlepšuje presnosť segmentácie. Výskum hodnotí, či model trénovaný na AlSi10Mg môže dostatočne dobre vyhodnocovať materiály Cu99 a Ti6Al4V. Zároveň hodnotí vplyv super-rozlíšenia na výkonnosť segmentácie. Výsledky ukázali, že zatiaľ čo model segmentácie dosahoval dobré výsledky na AlSi10Mg, generalizácia na iné materiály vyžaduje diverzifikovanejšie tréningové dáta. V dôsledku výpočtových obmedzení zostáva kombinovaný efekt super-rozlíšenia a segmentácie nejednoznačný, čo naznačuje potrebu ďalšieho výskumu s výkonnejšími výpočtovými zdrojmi. Detailed record

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