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Authors: Jiwon Jun 1 ; Hyunjeong Pak 2 and Moongu Jeon 1

Affiliations: 1 Gwangju Institute of Science and Technology, 123 Cheomdangwagi-ro, Buk-gu, Gwangju, South Korea ; 2 Korea Culture Technology Institute, 123 Cheomdangwagi-ro, Buk-gu, Gwangju, South Korea

ISBN: 978-989-758-402-2

ISSN: 2184-4321

Keyword(s): Vehicle Detection, Object Detection, Surveillance System.

Abstract: Since surveillance cameras are commonly installed in high places, the objects in the taken images are relatively small. Detecting small objects is a hard issue for the one-stage detector, and its performance in the surveillance system is not good. Two-stage detectors work better, but their speed is too slow to use in the real-time system. To remedy the drawbacks, we propose an efficient method, named as Fixed Scale SSD(FSSSD), which is an extension of SSD. The proposed method has three key points: high-resolution inputs to detect small objects, a lightweight Backbone to speed up, and prediction blocks to enrich features. FSSSD achieve 63.7% AP at 16.7 FPS in the UA-DETRAC test dataset. The performance is similar to two-stage detectors and faster than any other one-stage method.

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Paper citation in several formats:
Jun, J.; Pak, H. and Jeon, M. (2020). FSSSD: Fixed Scale SSD for Vehicle Detection.In Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 5: VISAPP, ISBN 978-989-758-402-2, ISSN 2184-4321, pages 336-342. DOI: 10.5220/0008950503360342

@conference{visapp20,
author={Jiwon Jun. and Hyunjeong Pak. and Moongu Jeon.},
title={FSSSD: Fixed Scale SSD for Vehicle Detection},
booktitle={Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 5: VISAPP,},
year={2020},
pages={336-342},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0008950503360342},
isbn={978-989-758-402-2},
}

TY - CONF

JO - Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 5: VISAPP,
TI - FSSSD: Fixed Scale SSD for Vehicle Detection
SN - 978-989-758-402-2
AU - Jun, J.
AU - Pak, H.
AU - Jeon, M.
PY - 2020
SP - 336
EP - 342
DO - 10.5220/0008950503360342

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