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National Repository of Grey Literature

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Development of solution for analysis and vizualization of LoRa network Meško, Tomáš ; Věchet, Stanislav (referee) ; Hadaš, Zdeněk (advisor) This thesis focuses on the development of an interface designed to analyse and visualize the data collected from wireless microcontroller-based axes in a LoRa network. The type of interface chosen was a web page. The web page provides a visual display of the measured sections and plots the characteristic data in graphs. MySQL database structure was chosen as the storage method for the collected data. Detailed record

Detection and Classification of Vehicles for Embedded Platforms Skaloš, Patrik ; Hradiš, Michal (referee) ; Špaňhel, Jakub (advisor) Táto práca hodnotí kompromisy rýchlosti a presnosti najmodernejších detektorov objektov YOLOv8 pre detekciu vozidiel v snímkoch z monitorovacích kamier na vstatných a nízkovýkonných zariadeniach. Modely YOLOv8 rôznych veľkostí, vrátane jedného s efektívnou sieťou MobileNetV2 na extrakciu príznakov a modelu YOLOv8-femto s menej ako \num{60000} parametrami, boli testované na šiestich zariadeniach, vrátane troch vstavaných platforiem z rodiny NVIDIA Jetson a počítačom Raspberry Pi 4B s nízkou výpočtovou silou. V práci boli zohľadnené rôzne faktory ovplyvňujúce výkonnosť modelov, ako napríklad ich kvantizácia, rozlíšenia vstupu, inferenčné knižnice a veľkosti dávok počas inferencie. Táto štúdia poskytuje užitočné informácie k vývoju a nasadeniu detektorov vozidiel na širokú škálu zariadení, od nízkovýkonných procesorov po špecializované vstavané platformy. Detailed record

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