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Movement Analysis of Vehicles on Crossroads
Benček, Vladimír ; Juránek, Roman (referee) ; Sochor, Jakub (advisor)
This thesis proposes and implements a system for movement analysis of vehicles on crossroads. It detects and tracks the movement of vehicles in the video, gained from the stationary video camera, which has the view of some crossroad. The trajectories are stored and their number and directions are analysed. The detection was made using cascade classifier. A dataset of 10500 positive and 10500 negative samples has been created to train the classifier. Vehicles are tracked using KCF method. For trajectory clustering, needed by analysis, the Mean Shift method is used. Testing showed, that the overall success of vehicle movement analysis is 92.77%.
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Diagnostics of a Mobile Robot
Benček, Vladimír ; Beran, Vítězslav (referee) ; Materna, Zdeněk (advisor)
Early diagnostics and prediction of future conditions of robotic systems can minimize the costs for their maintenance. This thesis is focused on diagnostics and monitoring of monile robot TB2. It includes familiarisation with the robot, its operating system and describes the design and implementation of the diagnostic package, that analyses different robot parts and provides the information about them to the user.
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Movement Analysis of Vehicles on Crossroads
Benček, Vladimír ; Juránek, Roman (referee) ; Sochor, Jakub (advisor)
This thesis proposes and implements a system for movement analysis of vehicles on crossroads. It detects and tracks the movement of vehicles in the video, gained from the stationary video camera, which has the view of some crossroad. The trajectories are stored and their number and directions are analysed. The detection was made using cascade classifier. A dataset of 10500 positive and 10500 negative samples has been created to train the classifier. Vehicles are tracked using KCF method. For trajectory clustering, needed by analysis, the Mean Shift method is used. Testing showed, that the overall success of vehicle movement analysis is 92.77%.
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Diagnostics of a Mobile Robot
Benček, Vladimír ; Beran, Vítězslav (referee) ; Materna, Zdeněk (advisor)
Early diagnostics and prediction of future conditions of robotic systems can minimize the costs for their maintenance. This thesis is focused on diagnostics and monitoring of monile robot TB2. It includes familiarisation with the robot, its operating system and describes the design and implementation of the diagnostic package, that analyses different robot parts and provides the information about them to the user.
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