Araştırma Makalesi

SAR Ship Detection Using Image Histograms and Machine Learning Approach

Cilt: 13 Sayı: 3 26 Eylül 2024
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SAR Ship Detection Using Image Histograms and Machine Learning Approach

Öz

Detection of objects through remote sensing is a current research area. Ship detection in SAR images is a very intense research area today. Convenience is provided to those concerned in applications such as military surveillance and tracking of commercial ships. In this study, ship images were classified using the Hessian matrix and HOG algorithm. Using the eigenvalues of the Hessian matrix, the angle and orientation information of the HOG method was calculated. Thus, distinctive pixel characteristics were coded. The proposed method has achieved successful results in experimental studies.

Anahtar Kelimeler

Destekleyen Kurum

TÜBITAK

Proje Numarası

123E344

Kaynakça

  1. Huang S qi, Liu D zhi, Gao G qing, Guo X jian. A novel method for speckle noise reduction and ship target detection in SAR images. Pattern Recognit 2009;42:1533–42. https://doi.org/10.1016/J.PATCOG.2009.01.013.
  2. Huo W, Huang Y, Pei J, Zhang Q, Gu Q, Yang J. Ship Detection from Ocean SAR Image Based on Local Contrast Variance Weighted Information Entropy. Sensors 2018, Vol 18, Page 1196 2018;18:1196. https://doi.org/10.3390/S18041196.
  3. Fu J, Sun X, Wang Z, Fu K. An Anchor-Free Method Based on Feature Balancing and Refinement Network for Multiscale Ship Detection in SAR Images. IEEE Trans Geosci Remote Sens 2021;59:1331–44. https://doi.org/10.1109/TGRS.2020.3005151.
  4. Pan X, Wu Z, Yang L, Huang Z. Ship Detection Method Based on Scattering Contribution for PolSAR Image. IEEE Geosci Remote Sens Lett 2022;19. https://doi.org/10.1109/LGRS.2021.3138796.
  5. Liu T, Jiang Y, Marino A, Gao G, Yang J. The Polarimetric Detection Optimization Filter and its Statistical Test for Ship Detection. IEEE Trans Geosci Remote Sens 2022;60. https://doi.org/10.1109/TGRS.2021.3055801.
  6. Gao G, Bai Q, Zhang C, Zhang L, Yao L. Dualistic cascade convolutional neural network dedicated to fully PolSAR image ship detection. ISPRS J Photogramm Remote Sens 2023;202:663–81. https://doi.org/10.1016/J.ISPRSJPRS.2023.07.006.
  7. Zhu H, Xie Y, Huang H, Jing C, Rong Y, Wang C. DB-YOLO: A Duplicate Bilateral YOLO Network for Multi-Scale Ship Detection in SAR Images. Sensors 2021, Vol 21, Page 8146 2021;21:8146. https://doi.org/10.3390/S21238146.
  8. Guo H, Yang X, Wang N, Gao X. A CenterNet++ model for ship detection in SAR images. Pattern Recognit 2021;112:107787.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Bilgi Sistemleri Geliştirme Metodolojileri ve Uygulamaları

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

26 Eylül 2024

Gönderilme Tarihi

5 Ağustos 2024

Kabul Tarihi

12 Eylül 2024

Yayımlandığı Sayı

Yıl 2024 Cilt: 13 Sayı: 3

Kaynak Göster

APA
Hanbay, K., Çalışan, M., & Özdemir, T. B. (2024). SAR Ship Detection Using Image Histograms and Machine Learning Approach. Türk Doğa ve Fen Dergisi, 13(3), 171-175. https://doi.org/10.46810/tdfd.1528267
AMA
1.Hanbay K, Çalışan M, Özdemir TB. SAR Ship Detection Using Image Histograms and Machine Learning Approach. TDFD. 2024;13(3):171-175. doi:10.46810/tdfd.1528267
Chicago
Hanbay, Kazım, Mücahit Çalışan, ve Taha Burak Özdemir. 2024. “SAR Ship Detection Using Image Histograms and Machine Learning Approach”. Türk Doğa ve Fen Dergisi 13 (3): 171-75. https://doi.org/10.46810/tdfd.1528267.
EndNote
Hanbay K, Çalışan M, Özdemir TB (01 Eylül 2024) SAR Ship Detection Using Image Histograms and Machine Learning Approach. Türk Doğa ve Fen Dergisi 13 3 171–175.
IEEE
[1]K. Hanbay, M. Çalışan, ve T. B. Özdemir, “SAR Ship Detection Using Image Histograms and Machine Learning Approach”, TDFD, c. 13, sy 3, ss. 171–175, Eyl. 2024, doi: 10.46810/tdfd.1528267.
ISNAD
Hanbay, Kazım - Çalışan, Mücahit - Özdemir, Taha Burak. “SAR Ship Detection Using Image Histograms and Machine Learning Approach”. Türk Doğa ve Fen Dergisi 13/3 (01 Eylül 2024): 171-175. https://doi.org/10.46810/tdfd.1528267.
JAMA
1.Hanbay K, Çalışan M, Özdemir TB. SAR Ship Detection Using Image Histograms and Machine Learning Approach. TDFD. 2024;13:171–175.
MLA
Hanbay, Kazım, vd. “SAR Ship Detection Using Image Histograms and Machine Learning Approach”. Türk Doğa ve Fen Dergisi, c. 13, sy 3, Eylül 2024, ss. 171-5, doi:10.46810/tdfd.1528267.
Vancouver
1.Kazım Hanbay, Mücahit Çalışan, Taha Burak Özdemir. SAR Ship Detection Using Image Histograms and Machine Learning Approach. TDFD. 01 Eylül 2024;13(3):171-5. doi:10.46810/tdfd.1528267