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Role and Integration of Image Processing Systems in Maritime Target Tracking (2206.12809v3)

Published 26 Jun 2022 in eess.SP and cs.CV

Abstract: In recent years, maritime traffic has increased, especially in seaborne trade. To ensure safety, security, and environmental protection, various systems have been deployed, often combining data for improved effectiveness. One key application of this combined data is tracking targets at sea, where the Automatic Identification System (AIS) and X-band marine radar are crucial. Recently, there has been growing interest in using visual data from cameras to enhance tracking. This has led to the development of several tracking algorithms based on image processing. While much of the existing literature addresses data fusion, there hasn't been much focus on why integrating image processing systems is important given the existence of the other systems. In our paper, we aim to analyze these surveillance systems and highlight the reasons for integrating image processing systems. Our main goal is to show how this integration can improve maritime security, offering practical insights into enhancing safety and protection at sea.

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References (43)
  1. “Review of Maritime Transport” https://unctad.org/publication/review-maritime-transport-2022, 2022
  2. Andrej Androjna, Marko Perkovič and Ivica Pavić “Cyber Security Challenges for Safe Navigation at Sea” In Technologies, Techniques and Applications Across PNT, 2022, pp. 47
  3. Carolin Liss “Maritime Security: Problems and Prospects for National Security Policymakers” In The Palgrave Handbook of National Security Springer, 2022, pp. 329–349
  4. , http://www.imo.org/en/Pages/Default.aspx
  5. John C Payne “Marine Electrical and Electronics Bible: A Practical Handbook for Cruising Sailors” Rowman & Littlefield, 2023
  6. Varun Chandola, Arindam Banerjee and Vipin Kumar “Anomaly Detection: A Survey” In ACM Comput. Surv. 41.3 New York, NY, USA: ACM, 2009, pp. 15:1–15:58 DOI: 10.1145/1541880.1541882
  7. “A comprehensive survey on the applications of machine learning techniques on maritime surveillance to detect abnormal maritime vessel behaviors” In WMU Journal of Maritime Affairs Springer, 2023, pp. 1–31
  8. “Fact sheet number 13: World seaborne trade”, UNCTAD Handbook of Statistics 2018 - Maritime transport, 2018
  9. “Identity recognition on waterways: A novel ship information tracking method based on multimodal data” In The Journal of Navigation 74.6 Cambridge University Press, 2021, pp. 1336–1352
  10. “Ship recognition and tracking system for intelligent ship based on deep learning framework” In TransNav: International Journal on Marine Navigation and Safety of Sea Transportation 13, 2019
  11. “Object recognition and tracking in moving videos for maritime autonomous surface ships” In Journal of Marine Science and Engineering 10.7 MDPI, 2022, pp. 841
  12. “Maritime anomaly detection and threat assessment” In 2010 13th International Conference on Information Fusion, 2010, pp. 1–8 DOI: 10.1109/ICIF.2010.5711998
  13. “Data-driven ship energy efficiency analysis and optimization model for route planning in ice-covered Arctic waters” In Ocean Engineering 186 Elsevier, 2019, pp. 106071
  14. Ülkü Öztürk, Melih Akdağ and Tarık Ayabakan “A review of path planning algorithms in maritime autonomous surface ships: Navigation safety perspective” In Ocean Engineering 251 Elsevier, 2022, pp. 111010
  15. “GeoTrackNet—A maritime anomaly detector using probabilistic neural network representation of AIS tracks and a contrario detection” In IEEE Transactions on Intelligent Transportation Systems 23.6 IEEE, 2021, pp. 5655–5667
  16. “Study of data-driven methods for vessel anomaly detection based on AIS data” In Smart Transportation Systems 2019, 2019, pp. 29–37 Springer
  17. Charles P Nemeth “Private security and the investigative process” CRC Press, 2019
  18. “COLREG : Convention on the International Regulations for Preventing Collisions at Sea, 1972 : Consolidated edition, 4th edition” imo.org, 2003
  19. International Maritime Organization “Revised Guidelines for the onboard operational use of shipborne automatic identification systems (AIS)” IMO London, UK, 2015
  20. Yuanchang Liu, Rui Song and Richard Bucknall “Intelligent tracking of moving ships in constrained maritime environments using AIS” In Cybernetics and Systems 50.6 Taylor & Francis, 2019, pp. 539–555
  21. “SOLAS, consolidated edition 2014 : consolidated text of the International Convention for the Safety of Life at Sea, 1974, and its Protocol of 1988 : articles, annexes and certificates.” imo.org, 2018
  22. Jonas Åsnes Sagild “Track Level Fusion of Radar and AIS for Autonomous Surface Vessels”, 2021
  23. Marine Accident Investigation Branch “Report on the investigation of the loss of the sailing yacht Ouzo and her three crew South of the Isle of Wight during the night of 20/21 August 2006”, April 2007
  24. “Small crafts role in maritime traffic and detection by technology integration” In Pomorstvo 30.1 Pomorski fakultet u Rijeci, 2016, pp. 3–11
  25. “Maritime radar: a review on techniques for small vessels detection” In Journal of Electrical and Electronic Systems Research (JEESR) 14 Universiti Teknologi MARA, 2019, pp. 30–45
  26. Vladimir Díaz Charris and José Manuel Gómez Torres “Analysis of radar cross section assessment methods and parameters affecting it for surface ships” In Ciencia y tecnología de buques 6.11, 2012, pp. 91–106
  27. Ann Marie Raynal and Armin W Doerry “Doppler characteristics of sea clutter” In New Mexico: Sandia National Laboratories, 2010
  28. PL Herselman, CJ Baker and HJ De Wind “An analysis of X-band calibrated sea clutter and small boat reflectivity at medium-to-low grazing angles” In International Journal of Navigation and Observation 2008 Hindawi, 2008
  29. Victor C Chen “The micro-Doppler effect in radar” Artech House, 2019
  30. Victor C Chen, David Tahmoush and William J Miceli “Radar Micro-Doppler Signatures” Institution of EngineeringTechnology, 2014
  31. Anthony M Ponsford, Lèvent Sevgi and Hing C Chan “An integrated maritime surveillance system based on high-frequency surface-wave radars. 2. Operational status and system performance” In IEEE Antennas and Propagation Magazine 43.5 IEEE, 2001, pp. 52–63
  32. “Radar based collision detection developments on USV ROAZ II” In Oceans 2009-Europe, 2009, pp. 1–6 Ieee
  33. Yassir Zardoua, Abdelali Astito and Mohammed Boulaala “A survey on horizon detection algorithms for maritime video surveillance: advances and future techniques” In The Visual Computer, 2021 DOI: 10.1007/s00371-021-02321-0
  34. “SeeCoast: persistent surveillance and automated scene understanding for ports and coastal areas” In Defense Transformation and Net-Centric Systems 2007 6578, 2007, pp. 65781M International Society for OpticsPhotonics
  35. “Adaptive maritime video surveillance” In Visual Analytics for Homeland Defense and Security 7346, 2009, pp. 734609 International Society for OpticsPhotonics
  36. “Argos—A video surveillance system for boat traffic monitoring in Venice” In International Journal of Pattern Recognition and Artificial Intelligence 23.07 World Scientific, 2009, pp. 1477–1502
  37. “Automated intelligent video surveillance system for ships” In Optics and Photonics in Global Homeland Security V and Biometric Technology for Human Identification VI 7306, 2009, pp. 73061N International Society for OpticsPhotonics
  38. Nuno Pires, Jonathan Guinet and Elodie Dusch “ASV: an innovative automatic system for maritime surveillance” In Navigation 58.232, 2010, pp. 1–20
  39. Bryan Auslander, Kalyan Moy Gupta and David W Aha “A comparative evaluation of anomaly detection algorithms for maritime video surveillance” In Sensors, and Command, Control, Communications, and Intelligence (C3I) Technologies for Homeland Security and Homeland Defense X 8019, 2011, pp. 801907 International Society for OpticsPhotonics
  40. “Detection and tracking of ships in open sea with rapidly moving buoy-mounted camera system” In Ocean Engineering 54 Elsevier, 2012, pp. 1–12
  41. Yang Zhang, Qing-Zhong Li and Feng-Ni Zang “Ship detection for visual maritime surveillance from non-stationary platforms” In Ocean Engineering 141 Elsevier, 2017, pp. 53–63
  42. Brian Patrick Hill “Maritime terrorism and the small boat attack threat to the United States: a proposed response”, 2009
  43. “Marine piracy prediction and prevention: Policy implications” In Marine Policy 108 Elsevier, 2019, pp. 103528

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