Master's Thesis

Camouflaged Rays Detection With Above Water Cameras in Oceanário de Lisboa

Tomás da Silva Faria Lampreia Gomes — 2025

Key information

Authors:

Tomás da Silva Faria Lampreia Gomes (Tomás da Silva Faria Lampreia Gomes)

Supervisors:

Helena Sofia Andrade Nunes Pereira Pinto (Helena Sofia Andrade Nunes Pereira Pinto); Alexandre José Malheiro Bernardino (Alexandre José Malheiro Bernardino)

Published in

May 20, 2025

Abstract

Studying an animal's behaviour patterns can help biologists preserve its species. By monitoring the behaviour of the animal, biologists can develop strategies to encourage healthy habits and prevent harmful ones. However, this study becomes increasingly difficult when dealing with camouflaged animals and environmental factors that further prevent their detection. In aquatic environments, glare is caused by light reflection on the water surface and contributes to the difficulty of this task. To tackle this challenge, we teamed up with Oceanário de Lisboa to develop a system capable of detecting camouflaged rays under formidable circumstances. We captured above-water footage of their habitat and created a large dataset to train and test a state-of-the-art camouflaged object detector. In this thesis, we compare the performance of different camouflaged object detectors on our dataset and detail our strategy to monitor camouflaged thornback rays whilst dealing with glare caused by the water surface.

Publication details

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Supervisors of this institution:

Fields of Science and Technology (FOS)

electrical-engineering-electronic-engineering-information-engineering - Electrical engineering, electronic engineering, information engineering

Publication language (ISO code)

eng - English

Rights type:

Embargo lifted

Date available:

April 3, 2026

Institution name

Instituto Superior Técnico