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Application of YOLO algorithm on student UAV (CROSBI ID 719628)

Prilog sa skupa u zborniku | sažetak izlaganja sa skupa | međunarodna recenzija

Grebo, Alen ; Konsa, Toni ; Gasparovic, Goran ; Klarin, Branko Application of YOLO algorithm on student UAV // 5th International Conference on Smart and Sustainable Technologies (SpliTech 2020) / Šolić, Petar ; Sandro, Nižetić ; Rodrigues, Joel J. P. C. et al. (ur.). Piscataway (NJ): Institute of Electrical and Electronics Engineers (IEEE), 2020. doi: 10.23919/splitech49282.2020.9243691

Podaci o odgovornosti

Grebo, Alen ; Konsa, Toni ; Gasparovic, Goran ; Klarin, Branko

engleski

Application of YOLO algorithm on student UAV

The main concern of this paper will be to explain the workflow of YOLO2 and YOLO3 object detection algorithms with regards to training on custom dataset for the purpose of deploying said algorithms on NVIDIA Jetson mini board that is placed inside the shell of an unmanned aerial vehicle made for a purpose of student unmanned aerial vehicle(SUAV) competition. A walk through the key concepts and intuition regarding neural nets, typical data augmentation processes, the training process and deployment, both from software and hardware point of view, will be given.

YOLO , YOLOv2 , YOLOv3 , MATLAB , Python , Object detection application , UAV

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Podaci o prilogu

20133283

2020.

objavljeno

10.23919/splitech49282.2020.9243691

Podaci o matičnoj publikaciji

5th International Conference on Smart and Sustainable Technologies (SpliTech 2020)

Šolić, Petar ; Sandro, Nižetić ; Rodrigues, Joel J. P. C. ; López-de-Ipiña González-de-Artaza, Diego ; Perković, Toni ; Catarinucci, Luca ; Patrono, Luigi

Piscataway (NJ): Institute of Electrical and Electronics Engineers (IEEE)

978-953-290-105-4

Podaci o skupu

5th International Conference on Smart and Sustainable Technologies (SpliTech 2020)

predavanje

23.09.2020-26.09.2020

online

Povezanost rada

Interdisciplinarne tehničke znanosti, Računarstvo, Strojarstvo, Zrakoplovstvo, raketna i svemirska tehnika

Poveznice