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National Repository of Grey Literature

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	Video Summary Štafl, Roman ; Herout, Adam (referee) ; Beran, Vítězslav (advisor) Dlouhé videozáznamy z bezpečnostních kamer je často třeba pečlivě zkontrolovat. To je však pro člověka nepraktický úkol, neboť by to nebylo časově efektivní. Lidé jsou náchylní ke značnému množství potenciálních chyb kvůli omezené pozornosti a schopnosti odhalit každou událost. Aplikace umožňující vyhledávání změn ve videu by ušetřila hodiny intenzivní práce, což bude hlavním předmětem tohoto díla. Detailed record
	Video summarization with deep neural networks Matějek, Libor ; Slanina, Martin (referee) ; Frýza, Tomáš (advisor) The work deals with machine learning and application in the field of video summarization. The thesis includes a basic introduction to neural networks and related data. It also describes the basic architectures of neural networks. The greatest emphasis is placed on convolutional neural networks, which are pivotal in the field of image processing. A further approximation is subject to the mathematical vector reduction of PCA and the Euclidean distance description. The theoretical part closes with information about K Means clustering. The implementation is then realized using the Tensorflow framework with API from Keras. Detailed record
	Video Summary Štafl, Roman ; Herout, Adam (referee) ; Beran, Vítězslav (advisor) Dlouhé videozáznamy z bezpečnostních kamer je často třeba pečlivě zkontrolovat. To je však pro člověka nepraktický úkol, neboť by to nebylo časově efektivní. Lidé jsou náchylní ke značnému množství potenciálních chyb kvůli omezené pozornosti a schopnosti odhalit každou událost. Aplikace umožňující vyhledávání změn ve videu by ušetřila hodiny intenzivní práce, což bude hlavním předmětem tohoto díla. Detailed record

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