Development of a Model to Identify Oil Spills Using Supervised Deep Learning for Semantic Segmentation Using DeepLabV3-MobileNetV3

Hoang Dat Do; Thanh Hai Truong; Van Ngo Pham; Lech Rowiński; Rahmat Hidayat; Thanh Hai Nguyen; Nghia Chung

doi:10.2478/pomr-2026-0027

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Development of a Model to Identify Oil Spills Using Supervised Deep Learning for Semantic Segmentation Using DeepLabV3-MobileNetV3

Polish Maritime Research

Volume 33 (2026): Issue 2 (June 2026)

By: Hoang Dat Do , Thanh Hai Truong , Van Ngo Pham , Lech Rowiński , Rahmat Hidayat, Thanh Hai Nguyen and Nghia Chung

Open Access

|May 2026

Hoang Dat Do

Institute of Engineering, HUTECH University, Ho Chi Minh City, Viet Nam

Thanh Hai Truong

Institute of Maritime, Ho Chi Minh City University of Transport, Ho Chi Minh City, Viet Nam

Van Ngo Pham

ngotinphuc@gmail.com

Graduate Institute, Ho Chi Minh City University of Transport, Ho Chi Minh City, Viet Nam

Lech Rowiński

Institute of Naval Architecture, Gdansk University of Technology, Gdansk, Poland

Rahmat Hidayat

Departement of Information Technology, Politeknik Negeri Padang, Indonesia

Thanh Hai Nguyen

Energy-Fuel Technology and Applied Material Research Group, Dong Nai Technology University, Dong Nai, Viet Nam

Institute of Research and Application of Technology and Science, Dong Nai Technology University, Dong Nai, Viet Nam

Nghia Chung

huucuong.legtvt65@gmail.com

Institute of Maritime, Ho Chi Minh City University of Transport, Ho Chi Minh City, Viet Nam

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DOI: https://doi.org/10.2478/pomr-2026-0027 | Journal eISSN: 2083-7429 | Journal ISSN: 1233-2585

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Language: English

Page range: 134 - 144

Published on: May 6, 2026

Published by: Gdansk University of Technology

In partnership with: Paradigm Publishing Services

Publication frequency: 4 issues per year

Keywords:

Oil spill,

Marine sustainability,

UAV,

Machine learning,

Supervised learning

Related subjects:

Engineering,

Introductions and overviews,

Engineering, other,

Geosciences,

Atmospheric science and climatology,

Life sciences,

Life sciences, other

© 2026 Hoang Dat Do, Thanh Hai Truong, Van Ngo Pham, Lech Rowiński, Rahmat Hidayat, Thanh Hai Nguyen, Nghia Chung, published by Gdansk University of Technology
This work is licensed under the Creative Commons Attribution 4.0 License.

Volume 33 (2026): Issue 2 (June 2026)