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

Institutional repository: Repository of the University of Rijeka, Faculty of Informatics and Digital Technologies

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Ivašić Kos, M., Krišto, M. & Pobar, M. (2019). Person Detection in Thermal Videos Using YOLO. In Y. Bi, (Ed.), R. Bhatia, (Ed.), S. Kapoor, (Ed.), Proceedings of SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications (pp. 254-267). Springer, Cham. doi: 10.1007/978-3-030-29513-4_18

Ivašić Kos, Marina, et al. "Person Detection in Thermal Videos Using YOLO." Proceedings of SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications, edited by Yaxin Bi, edited by Rahul Bhatia, edited by Supriya Kapoor, Springer, Cham, 2019, pp. 254-267. https://urn.nsk.hr/urn:nbn:hr:195:226497

Ivašić Kos, Marina, Mate Krišto and Miran Pobar. "Person Detection in Thermal Videos Using YOLO." In Proceedings of SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications, 254-267. Springer, Cham, 2019. Accessed 2024 June 26. https://urn.nsk.hr/urn:nbn:hr:195:226497

Ivašić Kos, M., Krišto, M. and Pobar, M. (2019) 'Person Detection in Thermal Videos Using YOLO', in Bi, Y. (ed.), Bhatia, R. (ed.), Kapoor, S. (ed.), Proceedings of SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications, Springer, Cham, pp. 254-267. Available at: https://urn.nsk.hr/urn:nbn:hr:195:226497 (Accessed 26 June 2024)

Ivašić Kos M, Krišto M, Pobar M. Person Detection in Thermal Videos Using YOLO. In: Y. Bi, ed., R. Bhatia, ed., S. Kapoor, ed. Proceedings of SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications. Springer, Cham; 2019. Pp. 254-267. [cited 2024 June 26] Available at: https://urn.nsk.hr/urn:nbn:hr:195:226497

M. Ivašić Kos, M. Krišto and M. Pobar, "Person Detection in Thermal Videos Using YOLO", Proceedings of SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications, Y. Bi, R. Bhatia and S. Kapoor, Eds. Springer, Cham, 2019. [Online] Available at: https://urn.nsk.hr/urn:nbn:hr:195:226497 [Accessed: 26 June 2024]

Metadata
Title (english)Person Detection in Thermal Videos Using YOLO
AuthorMarina Ivašić-Kos https://orcid.org/0000-0002-1940-5089
AuthorMate Krišto https://orcid.org/0000-0001-8453-244X
AuthorMiran Pobar https://orcid.org/0000-0001-5604-2128
EditorYaxin Bi
EditorRahul Bhatia
EditorSupriya Kapoor
Author's institutionUniversity of Rijeka
(Faculty of Informatics and Digital Technologies)
Scientific / art field,
discipline and subdiscipline		SOCIAL SCIENCES
Information and Communication Sciences
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Artificial Intelligence
Abstract (english)
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.
Keywords (english)
Languageenglish
Publication typeScientific paper - Original scientific paper
Publication statusPublished
Peer reviewPeer review - international
Publication versionAccepted version
Publication titleProceedings of SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications
Numberingpp. 254-267
ISBN978-3-030-29512-7 (Print ISBN)
ISBN978-3-030-29513-4 (Online ISBN)
DOIhttps://doi.org/10.1007/978-3-030-29513-4_18
URN:NBNurn:nbn:hr:195:226497
Online first2019-08-24
ConferenceTitle: SAI Intelligent Systems Conference IntelliSys 2019: Intelligent Systems and Applications
Acronym: IntelliSys 2019
Location: London, United Kingdom
Start date: 2019-09-05
End date: 2019-09-06
Assembly type: Lecture
Document URLhttps://link.springer.com/chapter/10.1007/978-3-030-29513-4_18
Type of resourceText
PublisherSpringer, Cham
Access conditionsOpen access
Terms of useLicence In copyright icon
Public noteThis is a pre-copyedited version of a contribution published in Intelligent Systems and Applications. IntelliSys 2019. Advances in Intelligent Systems and Computing, vol 1038 Bi, Y., Bhatia, R., Kapoor, S. (eds) published by Springer Nature Switzerland AG. The definitive authenticated version is available online via https://doi.org/10.1007/978-3-030-29513-4_18
Created on2023-02-02 13:12:08