Pregled bibliografske jedinice broj: 1077652
Region Proposal Approach for Human Detection on Aerial Imagery
Region Proposal Approach for Human Detection on Aerial Imagery // 3RD INTERNATIONAL CONFERENCE ON SMART AND SUSTAINABLE TECHNOLOGIES
Split, Hrvatska, 2018. str. 70-75 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
CROSBI ID: 1077652 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Region Proposal Approach for Human Detection on
Aerial Imagery
Autori
Marušić, Željko ; Božić-Štulić, Dunja ; Gotovac, Sven ; Marušić, Tonćo
Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni
Izvornik
3RD INTERNATIONAL CONFERENCE ON SMART AND SUSTAINABLE TECHNOLOGIES
/ - , 2018, 70-75
Skup
3rd International Conference on Smart and Sustainable Technologies (SpliTech 2018)
Mjesto i datum
Split, Hrvatska, 26.06.2018. - 29.06.2018
Vrsta sudjelovanja
Predavanje
Vrsta recenzije
Međunarodna recenzija
Ključne riječi
no
Sažetak
In this paper we evaluated region proposal based CNN approach in human body detection from aerial perspective. Particular emphasis is on the automation of the detection for supporting search and rescue missions. This challenging task is characterized by two important requirements. The first requirement for proposed algorithm is real- time speed of execution and the other is exceptional detection quality on complex natural environment images. Evaluation is performed on high spatial resolution images with high level of details that were collected by UAV platforms. Evaluated method based on FasterRCNN detection model showed promising preliminary results, as well as fast processing of high resolution images. Overall, detection model achieved 88.3% recall with precision of 67.3%.
Izvorni jezik
Engleski
