National Repository of Grey Literature 2 records found  Search took 0.00 seconds. 
Object detection in video using neural networks
Mikulský, Petr ; Sikora, Pavel (referee) ; Myška, Vojtěch (advisor)
This diploma thesis deals with the detection of moving objects in a video recording using neural networks. The aim of the thesis was to detect road users in video recordings. Pre-trained YOLOv5 object detection model was used for a practical part of the thesis. As part of the solution, an own dataset of traffic road video recordings was created and annotated with following classes: a car, a bus, a van, a motorcycle, a truck and a trailer truck. Final version of this dataset comprise 5404 frames and 6467 annotated objects in total. After training, the YOLOv5 model achieved 0.995 mAP, 0.995 precision and 0.986 recall on the dataset. All steps leading to the final form of the dataset are described in the conclusion chapter.
Design of remote area networking
Mikulský, Petr ; Mašek, Pavel (referee) ; Kubánková, Anna (advisor)
This bachelor thesis deals with creation of network for two villages near the russian city Izhevsk. The introductory part of the thesis describes single technologies, that can be used for creation of the network. In the successive part of the bachelor thesis a network design is created, that containts logical and physical network topology. Last part contains simulation of created network in an electromagnetic simulation tool Wireless InSite.

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