Multi-scale feature fused single shot detector for small object detection in UAV images

Manzoor Razaak; Hamideh Kerdegari; Vasileios Argyriou; Paolo Remagnino

doi:10.1007/978-3-030-34995-0_71

Multi-scale feature fused single shot detector for small object detection in UAV images

Manzoor Razaak
, Hamideh Kerdegari
, Vasileios Argyriou
, Paolo Remagnino

Kingston University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Original language	English
Title of host publication	Published in: Tzovaras, Dimitrios , Giakoumis, Dimitrios, Vincze, Markus, and Argyros, Antonis, (eds.) (2019) Computer Vision Systems: 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23-25, 2019, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 778-786. (Lecture Notes in Computer Science, no. 11754: also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11754)) ISSN (print) 0302-9743 ISBN 9783030349943. Organising Body: International Conference on Computer Vision Systems Organising Body: International Conference on Computer Vision Systems
DOIs	https://doi.org/10.1007/978-3-030-34995-0_71
Publication status	Published - Sept 2019

Bibliographical note

Note: Published in: Tzovaras, Dimitrios , Giakoumis, Dimitrios, Vincze, Markus, and Argyros, Antonis, (eds.) (2019) Computer Vision Systems: 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23-25, 2019, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 778-786. (Lecture Notes in Computer Science, no. 11754: also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11754)) ISSN (print) 0302-9743 ISBN 9783030349943.

Organising Body: International Conference on Computer Vision Systems

Organising Body: International Conference on Computer Vision Systems

Keywords

Computer science and informatics
Deconvolution
SSD
Small object detection
UAV images

Access to Document

10.1007/978-3-030-34995-0_71

https://doi.org/10.1007/978-3-030-34995-0_71

Multi-scale feature fused single shot detector for small object detection in UAV images
Razaak, M., Kerdegari, H., Argyriou, V. & Remagnino, P., Sept 2019.
Research output: Contribution to conference › Paper › peer-review

Cite this

Razaak, M., Kerdegari, H., Argyriou, V., & Remagnino, P. (2019). Multi-scale feature fused single shot detector for small object detection in UAV images. In Published in: Tzovaras, Dimitrios , Giakoumis, Dimitrios, Vincze, Markus, and Argyros, Antonis, (eds.) (2019) Computer Vision Systems: 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23-25, 2019, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 778-786. (Lecture Notes in Computer Science, no. 11754: also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11754)) ISSN (print) 0302-9743 ISBN 9783030349943. Organising Body: International Conference on Computer Vision Systems Organising Body: International Conference on Computer Vision Systems https://doi.org/10.1007/978-3-030-34995-0_71

Razaak, Manzoor ; Kerdegari, Hamideh ; Argyriou, Vasileios et al. / Multi-scale feature fused single shot detector for small object detection in UAV images. Published in: Tzovaras, Dimitrios , Giakoumis, Dimitrios, Vincze, Markus, and Argyros, Antonis, (eds.) (2019) Computer Vision Systems: 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23-25, 2019, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 778-786. (Lecture Notes in Computer Science, no. 11754: also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11754)) ISSN (print) 0302-9743 ISBN 9783030349943. Organising Body: International Conference on Computer Vision Systems Organising Body: International Conference on Computer Vision Systems. 2019.

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title = "Multi-scale feature fused single shot detector for small object detection in UAV images",

keywords = "Computer science and informatics, Deconvolution, SSD, Small object detection, UAV images",

author = "Manzoor Razaak and Hamideh Kerdegari and Vasileios Argyriou and Paolo Remagnino",

note = "Note: Published in: Tzovaras, Dimitrios , Giakoumis, Dimitrios, Vincze, Markus, and Argyros, Antonis, (eds.) (2019) Computer Vision Systems: 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23-25, 2019, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 778-786. (Lecture Notes in Computer Science, no. 11754: also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11754)) ISSN (print) 0302-9743 ISBN 9783030349943. Organising Body: International Conference on Computer Vision Systems Organising Body: International Conference on Computer Vision Systems",

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booktitle = "Published in: Tzovaras, Dimitrios , Giakoumis, Dimitrios, Vincze, Markus, and Argyros, Antonis, (eds.) (2019) Computer Vision Systems: 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23-25, 2019, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 778-786. (Lecture Notes in Computer Science, no. 11754: also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11754)) ISSN (print) 0302-9743 ISBN 9783030349943. Organising Body: International Conference on Computer Vision Systems Organising Body: International Conference on Computer Vision Systems",

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Razaak, M, Kerdegari, H, Argyriou, V & Remagnino, P 2019, Multi-scale feature fused single shot detector for small object detection in UAV images. in Published in: Tzovaras, Dimitrios , Giakoumis, Dimitrios, Vincze, Markus, and Argyros, Antonis, (eds.) (2019) Computer Vision Systems: 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23-25, 2019, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 778-786. (Lecture Notes in Computer Science, no. 11754: also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11754)) ISSN (print) 0302-9743 ISBN 9783030349943. Organising Body: International Conference on Computer Vision Systems Organising Body: International Conference on Computer Vision Systems. https://doi.org/10.1007/978-3-030-34995-0_71

Multi-scale feature fused single shot detector for small object detection in UAV images. / Razaak, Manzoor; Kerdegari, Hamideh; Argyriou, Vasileios et al.
Published in: Tzovaras, Dimitrios , Giakoumis, Dimitrios, Vincze, Markus, and Argyros, Antonis, (eds.) (2019) Computer Vision Systems: 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23-25, 2019, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 778-786. (Lecture Notes in Computer Science, no. 11754: also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11754)) ISSN (print) 0302-9743 ISBN 9783030349943. Organising Body: International Conference on Computer Vision Systems Organising Body: International Conference on Computer Vision Systems. 2019.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Multi-scale feature fused single shot detector for small object detection in UAV images

AU - Razaak, Manzoor

AU - Kerdegari, Hamideh

AU - Argyriou, Vasileios

AU - Remagnino, Paolo

N1 - Note: Published in: Tzovaras, Dimitrios , Giakoumis, Dimitrios, Vincze, Markus, and Argyros, Antonis, (eds.) (2019) Computer Vision Systems: 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23-25, 2019, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 778-786. (Lecture Notes in Computer Science, no. 11754: also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11754)) ISSN (print) 0302-9743 ISBN 9783030349943. Organising Body: International Conference on Computer Vision Systems Organising Body: International Conference on Computer Vision Systems

PY - 2019/9

Y1 - 2019/9

KW - Computer science and informatics

KW - Deconvolution

KW - SSD

KW - Small object detection

KW - UAV images

U2 - 10.1007/978-3-030-34995-0_71

DO - 10.1007/978-3-030-34995-0_71

M3 - Conference contribution

BT - Published in: Tzovaras, Dimitrios , Giakoumis, Dimitrios, Vincze, Markus, and Argyros, Antonis, (eds.) (2019) Computer Vision Systems: 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23-25, 2019, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 778-786. (Lecture Notes in Computer Science, no. 11754: also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11754)) ISSN (print) 0302-9743 ISBN 9783030349943. Organising Body: International Conference on Computer Vision Systems Organising Body: International Conference on Computer Vision Systems

ER -

Razaak M, Kerdegari H, Argyriou V, Remagnino P. Multi-scale feature fused single shot detector for small object detection in UAV images. In Published in: Tzovaras, Dimitrios , Giakoumis, Dimitrios, Vincze, Markus, and Argyros, Antonis, (eds.) (2019) Computer Vision Systems: 12th International Conference, ICVS 2019, Thessaloniki, Greece, September 23-25, 2019, Proceedings. Cham, Switzerland : Springer International Publishing. pp. 778-786. (Lecture Notes in Computer Science, no. 11754: also part of the Theoretical Computer Science and General Issues book sub series (LNTCS, volume 11754)) ISSN (print) 0302-9743 ISBN 9783030349943. Organising Body: International Conference on Computer Vision Systems Organising Body: International Conference on Computer Vision Systems. 2019 doi: 10.1007/978-3-030-34995-0_71