Sequential detection of flying small target in infrared images based on generalized low-rank background estimation

Chuanyun Wang; Keyi Si; Tian Wang; Zhaokui Li; Na Lin; Ershen Wang

doi:10.1109/IUCC/DSCI/SmartCNS.2019.00061

Sequential detection of flying small target in infrared images based on generalized low-rank background estimation

Chuanyun Wang
, Keyi Si
, Tian Wang
, Zhaokui Li
, Na Lin
, Ershen Wang

School of Artificial Intelligence(Institute of Artificial Intelligence)

Shenyang Aerospace University

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

1 Scopus citations

Abstract

Addressing the problems of flying small target detection in infrared image sequences, a new approach is proposed based on generalized low-rank background estimation. Firstly, the generalized low rank approximations is introduced to model infrared background image over sequential infrared images. Subsequently, the foreground target image is achieved by background subtraction with the generalized low-rank background estimation. Finally, flying small target detection is achieved over separated target image by threshold segmentation. The experiment results on two infrared image sequences of flying plane demonstrate that the proposed method have effective detection performance and outperform the baseline methods in precision and recall evaluation.

Original language	English
Title of host publication	Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	196-201
Number of pages	6
ISBN (Electronic)	9781728152097
DOIs	https://doi.org/10.1109/IUCC/DSCI/SmartCNS.2019.00061
State	Published - Oct 2019
Event	2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019 - Shenyang, China Duration: 21 Oct 2019 → 23 Oct 2019

Publication series

Name	Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019

Conference

Conference	2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019
Country/Territory	China
City	Shenyang
Period	21/10/19 → 23/10/19

Keywords

Background estimation
Flying small target
Generalized low-rank approximation
Infrared images
Sequential detection

Access to Document

10.1109/IUCC/DSCI/SmartCNS.2019.00061

Cite this

Wang, C., Si, K., Wang, T., Li, Z., Lin, N., & Wang, E. (2019). Sequential detection of flying small target in infrared images based on generalized low-rank background estimation. In Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019 (pp. 196-201). Article 8982690 (Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IUCC/DSCI/SmartCNS.2019.00061

Wang, Chuanyun ; Si, Keyi ; Wang, Tian et al. / Sequential detection of flying small target in infrared images based on generalized low-rank background estimation. Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 196-201 (Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019).

@inproceedings{5935c9cdf92347a4adaf004db0943438,

title = "Sequential detection of flying small target in infrared images based on generalized low-rank background estimation",

abstract = "Addressing the problems of flying small target detection in infrared image sequences, a new approach is proposed based on generalized low-rank background estimation. Firstly, the generalized low rank approximations is introduced to model infrared background image over sequential infrared images. Subsequently, the foreground target image is achieved by background subtraction with the generalized low-rank background estimation. Finally, flying small target detection is achieved over separated target image by threshold segmentation. The experiment results on two infrared image sequences of flying plane demonstrate that the proposed method have effective detection performance and outperform the baseline methods in precision and recall evaluation.",

keywords = "Background estimation, Flying small target, Generalized low-rank approximation, Infrared images, Sequential detection",

author = "Chuanyun Wang and Keyi Si and Tian Wang and Zhaokui Li and Na Lin and Ershen Wang",

note = "Publisher Copyright: {\textcopyright} 2019 IEEE.; 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019 ; Conference date: 21-10-2019 Through 23-10-2019",

year = "2019",

month = oct,

doi = "10.1109/IUCC/DSCI/SmartCNS.2019.00061",

language = "英语",

series = "Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "196--201",

booktitle = "Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019",

address = "美国",

}

Wang, C, Si, K, Wang, T, Li, Z, Lin, N & Wang, E 2019, Sequential detection of flying small target in infrared images based on generalized low-rank background estimation. in Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019., 8982690, Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019, Institute of Electrical and Electronics Engineers Inc., pp. 196-201, 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019, Shenyang, China, 21/10/19. https://doi.org/10.1109/IUCC/DSCI/SmartCNS.2019.00061

Sequential detection of flying small target in infrared images based on generalized low-rank background estimation. / Wang, Chuanyun; Si, Keyi; Wang, Tian et al.
Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019. Institute of Electrical and Electronics Engineers Inc., 2019. p. 196-201 8982690 (Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019).

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

TY - GEN

T1 - Sequential detection of flying small target in infrared images based on generalized low-rank background estimation

AU - Wang, Chuanyun

AU - Si, Keyi

AU - Wang, Tian

AU - Li, Zhaokui

AU - Lin, Na

AU - Wang, Ershen

PY - 2019/10

Y1 - 2019/10

N2 - Addressing the problems of flying small target detection in infrared image sequences, a new approach is proposed based on generalized low-rank background estimation. Firstly, the generalized low rank approximations is introduced to model infrared background image over sequential infrared images. Subsequently, the foreground target image is achieved by background subtraction with the generalized low-rank background estimation. Finally, flying small target detection is achieved over separated target image by threshold segmentation. The experiment results on two infrared image sequences of flying plane demonstrate that the proposed method have effective detection performance and outperform the baseline methods in precision and recall evaluation.

AB - Addressing the problems of flying small target detection in infrared image sequences, a new approach is proposed based on generalized low-rank background estimation. Firstly, the generalized low rank approximations is introduced to model infrared background image over sequential infrared images. Subsequently, the foreground target image is achieved by background subtraction with the generalized low-rank background estimation. Finally, flying small target detection is achieved over separated target image by threshold segmentation. The experiment results on two infrared image sequences of flying plane demonstrate that the proposed method have effective detection performance and outperform the baseline methods in precision and recall evaluation.

KW - Background estimation

KW - Flying small target

KW - Generalized low-rank approximation

KW - Infrared images

KW - Sequential detection

UR - https://www.scopus.com/pages/publications/85081103583

U2 - 10.1109/IUCC/DSCI/SmartCNS.2019.00061

DO - 10.1109/IUCC/DSCI/SmartCNS.2019.00061

M3 - 会议稿件

AN - SCOPUS:85081103583

T3 - Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019

SP - 196

EP - 201

BT - Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019

Y2 - 21 October 2019 through 23 October 2019

ER -

Wang C, Si K, Wang T, Li Z, Lin N, Wang E. Sequential detection of flying small target in infrared images based on generalized low-rank background estimation. In Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 196-201. 8982690. (Proceedings - 2019 IEEE International Conferences on Ubiquitous Computing and Communications and Data Science and Computational Intelligence and Smart Computing, Networking and Services, IUCC/DSCI/SmartCNS 2019). doi: 10.1109/IUCC/DSCI/SmartCNS.2019.00061

Sequential detection of flying small target in infrared images based on generalized low-rank background estimation

Abstract

Publication series

Conference

Keywords

Access to Document

Other files and links

Fingerprint

Cite this