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Smart Maritime Surveillance: Leveraging YOLO Detection and Blockchain traceability for Vessel Monitoring Cover

Smart Maritime Surveillance: Leveraging YOLO Detection and Blockchain traceability for Vessel Monitoring

Open Access
|Feb 2025

Figures & Tables

Figure 1.

Vessel detection
Vessel detection

Figure 2.

YOLO algorithm
YOLO algorithm

Figure 3.

Blockchain components
Blockchain components

Figure 4.

An example of secure maritime communication based on Blockchain.
An example of secure maritime communication based on Blockchain.

Figure 5.

Approach steps.
Approach steps.

Figure 6.

Blockchain tools.
Blockchain tools.

Figure 7.

Solidity example
Solidity example

Figure 8.

Metamask tool
Metamask tool

Figure 9.

Results
Results

Figure 10.

Modeling performance of mAP landscape across FPS Space
Modeling performance of mAP landscape across FPS Space

Figure 11.

Modeling performance of mAP landscape across Parameter space
Modeling performance of mAP landscape across Parameter space

Figure 12.

Deployment of standard smart contracts.
Deployment of standard smart contracts.

Figure 13.

Block added in the blockchain
Block added in the blockchain

Comparison of results_

ModelsPrecisionRecallmAPF1-score
YOLOv30.410.3352.430.36
YOLOv80.870.6184.620.71
DOI: https://doi.org/10.2478/ias-2024-0016 | Journal eISSN: 1554-1029 | Journal ISSN: 1554-1010
Language: English
Page range: 233 - 248
Published on: Feb 21, 2025
In partnership with: Paradigm Publishing Services
Publication frequency: 6 issues per year

© 2025 Lotfi Ezzeddini, Nesrine Affes, Jalel Ktari, Tarek Frikha, Riadh Ben Halima, Habib Hamam, published by Cerebration Science Publishing Co., Limited
This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 License.