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Person Detection in Thermal Videos Using YOLO (CROSBI ID 683276)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Ivašić-Kos, Marina ; Krišto, Mate ; Pobar, Miran Person Detection in Thermal Videos Using YOLO // Proceedings of SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications / Bi, Yaxin ; Bhatia, Rahul ; Kapoor, Supriya (ur.). Cham: Springer, 2019. str. 254-267 doi: 10.1007/978-3-030-29513-4_18

Podaci o odgovornosti

Ivašić-Kos, Marina ; Krišto, Mate ; Pobar, Miran

engleski

Person Detection in Thermal Videos Using YOLO

In this paper, the task of automatic person detection in thermal images using convolutional neural network-based models originally intended for detection in RGB images is investigated. The performance of the standard YOLOv3 model is compared with a custom trained model on a dataset of thermal images extracted from videos recorded at night in clear weather, rain and fog, at different ranges and with different types of movement – running, walking and sneaking. The experiments show excellent results in terms of average precision for all tested scenarios, and a significant improvement of performance for person detection in thermal imaging with a modest training set.

Thermal imaging ; Object detector ; Convolutional neural networks ; YOLO ; Person detection

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Podaci o prilogu

254-267.

2019.

objavljeno

10.1007/978-3-030-29513-4_18

Podaci o matičnoj publikaciji

Proceedings of SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications

Bi, Yaxin ; Bhatia, Rahul ; Kapoor, Supriya

Cham: Springer

978-3-030-29512-7

Podaci o skupu

Intelligent Systems Conference (IntelliSys 2019)

predavanje

05.09.2019-06.09.2019

London, Ujedinjeno Kraljevstvo

Povezanost rada

Informacijske i komunikacijske znanosti, Računarstvo

Poveznice
Indeksiranost