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author:

Qiu, Zhaobing (Qiu, Zhaobing.) [1] (Scholars:裘兆炳) | Ma, Yong (Ma, Yong.) [2] | Fan, Fan (Fan, Fan.) [3] | Huang, Jun (Huang, Jun.) [4] | Wu, Lang (Wu, Lang.) [5] | Du, You (Du, You.) [6]

Indexed by:

EI SCIE

Abstract:

With the development of modern weapons such as UAV swarms and multiwarhead missiles, infrared (IR) cluster small target detection technology has become increasingly important. However, the difficulty in characterizing cluster multitargets leads to poor detection performance of existing methods. On the one hand, this letter proposes improved DBSCAN (IDBSCAN) to accurately extract the features of cluster multitargets with unknown numbers and distribution. On the other hand, an IDBSCAN-based difference measure (IDBSCAN-DM) is proposed, which fuses saliency and distribution features to further enhance cluster multitargets. Specifically, we first design the multiscale sliding window to quickly extract candidate targets. Then, the IDBSCAN-based local window is constructed and IDBSCAN-DM is computed for better target enhancement and background suppression. Finally, adaptive threshold segmentation is performed on the IDBSCAN-DM map to detect real targets. Extensive comparative experiments demonstrate that the proposed method achieves better target enhancement and a higher probability of detection.

Keyword:

Feature extraction Geoscience and remote sensing Gray-scale IDBSCAN-based difference measure (IDBSCAN-DM) Image segmentation improved DBSCAN (IDBSCAN) infrared (IR) cluster small target Object detection Robustness Shape

Community:

  • [ 1 ] [Qiu, Zhaobing]Wuhan Univ, Sch Elect Informat, Wuhan 430074, Peoples R China
  • [ 2 ] [Ma, Yong]Wuhan Univ, Sch Elect Informat, Wuhan 430074, Peoples R China
  • [ 3 ] [Fan, Fan]Wuhan Univ, Sch Elect Informat, Wuhan 430074, Peoples R China
  • [ 4 ] [Huang, Jun]Wuhan Univ, Sch Elect Informat, Wuhan 430074, Peoples R China
  • [ 5 ] [Wu, Lang]Wuhan Univ, Sch Elect Informat, Wuhan 430074, Peoples R China
  • [ 6 ] [Du, You]Wuhan Univ, Sch Elect Informat, Wuhan 430074, Peoples R China
  • [ 7 ] [Qiu, Zhaobing]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350108, Peoples R China

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Source :

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS

ISSN: 1545-598X

Year: 2023

Volume: 20

4 . 0

JCR@2023

4 . 0 0 0

JCR@2023

JCR Journal Grade:1

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 3

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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