In this study, we provide a summary of research advances in the field of maritime target detection using DP (dual-polarimetric) SAR (Synthetic Aperture Radar) imagery, accomplished during the European and China collaboration in the framework of the Dragon-4 program ID 32235. The main innovative contribution is twofold: ①We addressed ship detection proposing an improved GP-PNF (Geometrical Perturbation-Polarimetric Notch Filter), termed as IGP-PNF, that is characterized by a new feature vector that includes three new scattering features; ②We addressed oil platform detection by contrasting single-polarization SAR methods with polarimetric ones in order to quantify the extra- benefit carried on polarimetric information. The proposed theoretical framework is tested against actual multi-polarization SAR data. In particular, ship detection methods are verified against a Sentinel-1 SAR scene where a large number of ships is present; while, oil platform detection is discussed using TerraSAR-X SAR data. Experimental analysis shows that: ①The IGP-PNF method performs best in terms of clutter-to-target ratio; ②Coherent polarimetric information significantly outperforms single-polarization SAR measurements in highlighting targets in challenging cases.

Marine target detection using dual-polarimetric SAR imagery / Zhang, T.; Marino, A.; Nunziata, F.; Velotto, D.; Shao, W.; Li, X.; Migliaccio, M.; Xiong, H.. - In: JOURNAL OF GEODESY AND GEOINFORMATION SCIENCE. - ISSN 2096-5990. - 4:1(2021), pp. 63-70. [10.11947/j.JGGS.2021.0108]

Marine target detection using dual-polarimetric SAR imagery

Zhang T.;Nunziata F.;Migliaccio M.;Xiong H.
2021

Abstract

In this study, we provide a summary of research advances in the field of maritime target detection using DP (dual-polarimetric) SAR (Synthetic Aperture Radar) imagery, accomplished during the European and China collaboration in the framework of the Dragon-4 program ID 32235. The main innovative contribution is twofold: ①We addressed ship detection proposing an improved GP-PNF (Geometrical Perturbation-Polarimetric Notch Filter), termed as IGP-PNF, that is characterized by a new feature vector that includes three new scattering features; ②We addressed oil platform detection by contrasting single-polarization SAR methods with polarimetric ones in order to quantify the extra- benefit carried on polarimetric information. The proposed theoretical framework is tested against actual multi-polarization SAR data. In particular, ship detection methods are verified against a Sentinel-1 SAR scene where a large number of ships is present; while, oil platform detection is discussed using TerraSAR-X SAR data. Experimental analysis shows that: ①The IGP-PNF method performs best in terms of clutter-to-target ratio; ②Coherent polarimetric information significantly outperforms single-polarization SAR measurements in highlighting targets in challenging cases.
2021
SAR; polarimetry; ship
01 Pubblicazione su rivista::01a Articolo in rivista
Marine target detection using dual-polarimetric SAR imagery / Zhang, T.; Marino, A.; Nunziata, F.; Velotto, D.; Shao, W.; Li, X.; Migliaccio, M.; Xiong, H.. - In: JOURNAL OF GEODESY AND GEOINFORMATION SCIENCE. - ISSN 2096-5990. - 4:1(2021), pp. 63-70. [10.11947/j.JGGS.2021.0108]
File allegati a questo prodotto
File Dimensione Formato  
Zhang_Marine_2021.pdf

accesso aperto

Tipologia: Versione editoriale (versione pubblicata con il layout dell'editore)
Licenza: Creative commons
Dimensione 6.94 MB
Formato Adobe PDF
6.94 MB Adobe PDF

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1720662
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 1
  • ???jsp.display-item.citation.isi??? ND
social impact