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Pregled bibliografske jedinice broj: 1164818

Transfer Learning Methods for Training Person Detector in Drone Imagery

Sambolek, Saša; Ivasic-Kos, Marina
Transfer Learning Methods for Training Person Detector in Drone Imagery // Intelligent Systems and Applications, Lecture Notes in Networks and Systems, vol 295. Springer, Cham. https://doi.org/10.1007/978-3-030-82196-8_51 / Arai, Kohei (ur.).
London, Ujedinjeno Kraljevstvo: Springer, 2022. str. 688-701 doi:10.1007/978-3-030-82196-8_51 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)

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Naslov
Transfer Learning Methods for Training Person Detector in Drone Imagery

Autori
Sambolek, Saša ; Ivasic-Kos, Marina

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

Izvornik
Intelligent Systems and Applications, Lecture Notes in Networks and Systems, vol 295. Springer, Cham. https://doi.org/10.1007/978-3-030-82196-8_51 / Arai, Kohei - : Springer, 2022, 688-701

ISBN
978-3-030-82195-1

Skup
Intelligent Systems Conference 2021 (IntelliSys 2021)

Mjesto i datum
London, Ujedinjeno Kraljevstvo, 02.09.2021. - 03.09.2021

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Transfer learning ; YOLO v4 ; Person detection ; Drone dataset

Sažetak
Deep neural networks achieve excellent results on various computer vision tasks, but learning models require large amounts of tagged images and often unavailable data. An alternative solution of using a large amount of data to achieve better results and greater generalization of the model is to use previously learned models and adapt them to the task at hand, known as transfer learning. The aim of this paper is to improve the results of detecting people in search and rescue scenes using YOLOv4 detectors. Since the original SARD data set for training human detectors in search and rescue scenes are modest, different transfer learning approaches are analyzed. Additionally, the VisDrone data set containing drone images in urban areas is used to increase training data in order to improve person detection results.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo, Informacijske i komunikacijske znanosti



POVEZANOST RADA

Projekti:
NadSve-Sveučilište u Rijeci-2017-1006 - Automatsko raspoznavanje rukometnih akcija i analiza rukometnih tehnika kod mladih sportaša (Ivašić Kos, Marina, NadSve - Potpore 2017 - Mladi istraživači) ( CroRIS)
HRZZ-IP-2016-06-8345 - Automatsko raspoznavanje akcija i aktivnosti u multimedijalnom sadržaju iz domene sporta (RAASS) (Ivašić Kos, Marina, HRZZ - 2016-06) ( CroRIS)
NadSve-Sveučilište u Rijeci-uniri-drustv-18-222 - Automatsko raspoznavanje sportskih tehnika kod mladih sportaša i rekreativaca u svrhu usvajanja motoričkih vještina i usavršavanje stila (Ivašić Kos, Marina, NadSve - Natječaj za dodjelu sredstava potpore znanstvenim istraživanjima na Sveučilištu u Rijeci za 2018. godinu - projekti iskusnih znanstvenika i umjetnika) ( CroRIS)
HRZZ-IP-2018-01-7619 - Pristup utemeljen na znanju za analizu mnoštva ljudi u nadzornim sustavima (KACAVIS) (Ribarić, Slobodan, HRZZ ) ( CroRIS)

Ustanove:
Fakultet informatike i digitalnih tehnologija, Rijeka

Profili:

Avatar Url Marina Ivašić Kos (autor)

Avatar Url Saša Sambolek (autor)

Poveznice na cjeloviti tekst rada:

Pristup cjelovitom tekstu rada doi link.springer.com

Citiraj ovu publikaciju:

Sambolek, Saša; Ivasic-Kos, Marina
Transfer Learning Methods for Training Person Detector in Drone Imagery // Intelligent Systems and Applications, Lecture Notes in Networks and Systems, vol 295. Springer, Cham. https://doi.org/10.1007/978-3-030-82196-8_51 / Arai, Kohei (ur.).
London, Ujedinjeno Kraljevstvo: Springer, 2022. str. 688-701 doi:10.1007/978-3-030-82196-8_51 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Sambolek, S. & Ivasic-Kos, M. (2022) Transfer Learning Methods for Training Person Detector in Drone Imagery. U: Arai, K. (ur.)Intelligent Systems and Applications, Lecture Notes in Networks and Systems, vol 295. Springer, Cham. https://doi.org/10.1007/978-3-030-82196-8_51 doi:10.1007/978-3-030-82196-8_51.
@article{article, author = {Sambolek, Sa\v{s}a and Ivasic-Kos, Marina}, editor = {Arai, K.}, year = {2022}, pages = {688-701}, DOI = {10.1007/978-3-030-82196-8\_51}, keywords = {Transfer learning, YOLO v4, Person detection, Drone dataset}, doi = {10.1007/978-3-030-82196-8\_51}, isbn = {978-3-030-82195-1}, title = {Transfer Learning Methods for Training Person Detector in Drone Imagery}, keyword = {Transfer learning, YOLO v4, Person detection, Drone dataset}, publisher = {Springer}, publisherplace = {London, Ujedinjeno Kraljevstvo} }
@article{article, author = {Sambolek, Sa\v{s}a and Ivasic-Kos, Marina}, editor = {Arai, K.}, year = {2022}, pages = {688-701}, DOI = {10.1007/978-3-030-82196-8\_51}, keywords = {Transfer learning, YOLO v4, Person detection, Drone dataset}, doi = {10.1007/978-3-030-82196-8\_51}, isbn = {978-3-030-82195-1}, title = {Transfer Learning Methods for Training Person Detector in Drone Imagery}, keyword = {Transfer learning, YOLO v4, Person detection, Drone dataset}, publisher = {Springer}, publisherplace = {London, Ujedinjeno Kraljevstvo} }

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  • Scopus

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