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Pregled bibliografske jedinice broj: 1030813

Person Detection in Thermal Videos Using YOLO

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 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)

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Naslov
Person Detection in Thermal Videos Using YOLO

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

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications / Bi, Yaxin ; Bhatia, Rahul ; Kapoor, Supriya - Cham : Springer, 2019, 254-267

ISBN
978-3-030-29512-7

Skup
Intelligent Systems Conference (IntelliSys 2019)

Mjesto i datum
London, Ujedinjeno Kraljevstvo, 05.09.2019. - 06.09.2019

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

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

Sažetak
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.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo, Informacijske i komunikacijske znanosti



POVEZANOST RADA

Projekti:
HRZZ-IP-2016-06-8345 - Automatsko raspoznavanje akcija i aktivnosti u multimedijalnom sadržaju iz domene sporta (RAASS) (Ivašić Kos, Marina, HRZZ - 2016-06) ( CroRIS)

Ustanove:
Fakultet informatike i digitalnih tehnologija, Rijeka

Profili:

Avatar Url Mate Krišto (autor)

Avatar Url Miran Pobar (autor)

Avatar Url Marina Ivašić Kos (autor)

Poveznice na cjeloviti tekst rada:

doi link.springer.com

Citiraj ovu publikaciju:

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 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Ivašić-Kos, M., Krišto, M. & Pobar, M. (2019) Person Detection in Thermal Videos Using YOLO. U: Bi, Y., Bhatia, R. & Kapoor, S. (ur.)Proceedings of SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications doi:10.1007/978-3-030-29513-4_18.
@article{article, author = {Iva\v{s}i\'{c}-Kos, Marina and Kri\v{s}to, Mate and Pobar, Miran}, year = {2019}, pages = {254-267}, DOI = {10.1007/978-3-030-29513-4\_18}, keywords = {Thermal imaging, Object detector, Convolutional neural networks, YOLO, Person detection}, doi = {10.1007/978-3-030-29513-4\_18}, isbn = {978-3-030-29512-7}, title = {Person Detection in Thermal Videos Using YOLO}, keyword = {Thermal imaging, Object detector, Convolutional neural networks, YOLO, Person detection}, publisher = {Springer}, publisherplace = {London, Ujedinjeno Kraljevstvo} }
@article{article, author = {Iva\v{s}i\'{c}-Kos, Marina and Kri\v{s}to, Mate and Pobar, Miran}, year = {2019}, pages = {254-267}, DOI = {10.1007/978-3-030-29513-4\_18}, keywords = {Thermal imaging, Object detector, Convolutional neural networks, YOLO, Person detection}, doi = {10.1007/978-3-030-29513-4\_18}, isbn = {978-3-030-29512-7}, title = {Person Detection in Thermal Videos Using YOLO}, keyword = {Thermal imaging, Object detector, Convolutional neural networks, YOLO, Person detection}, publisher = {Springer}, publisherplace = {London, Ujedinjeno Kraljevstvo} }

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