Computer vision and deep learning for fish classification in underwater habitats: A survey

A Saleh, M Sheaves, M Rahimi Azghadi - Fish and Fisheries, 2022 - Wiley Online Library
… for underwater fish habitat monitoring. In addition, we provide insights into challenges and
opportunities in the underwater fish habitat … , introduction of deep learning and its relevant …

[HTML][HTML] Applications of deep learning in fish habitat monitoring: A tutorial and survey

A Saleh, M Sheaves, D Jerry, MR Azghadi - Expert Systems with …, 2023 - Elsevier
… as underwater fish monitoring. In addition, we provide a comprehensive survey of key deep
learning techniques for fish habitat … This paper covers the use of deep learning in underwater

Habitat mapping using deep neural networks

M Yasir, AU Rahman, M Gohar - Multimedia Systems, 2021 - Springer
… Moreover, achieving good location accuracy in underwater environments is an additional …
habitats - more specifically, coral reef marine habitats. Recognition of coral reef in underwater

Fish species classification in unconstrained underwater environments based on deep learning

A Salman, A Jalal, F Shafait, A Mian… - Limnology and …, 2016 - Wiley Online Library
Underwater imagery of fish in their natural habitat includes all of these challenges that must
be addressed using a specially designed, non-linear mathematical function to represent the …

Deep learning on underwater marine object detection: A survey

M Moniruzzaman, SMS Islam, M Bennamoun… - Advanced Concepts for …, 2017 - Springer
… and tracking of marine habitats and species. In … underwater vehicles (AUV) and unmanned
underwater vehicles (UUV) has led to an exponential increase of availability of underwater

Machine learning and deep learning strategies to identify posidonia meadows in underwater images

Y Gonzalez-Cid, A Burguera… - OCEANS 2017 …, 2017 - ieeexplore.ieee.org
… on machine learning and deep learning algorithms are … are used in the Deep Learning
approach. The experimental results … to automatically identify PO meadows in underwater images. …

[HTML][HTML] A realistic fish-habitat dataset to evaluate algorithms for underwater visual analysis

A Saleh, IH Laradji, DA Konovalov, M Bradley… - Scientific Reports, 2020 - nature.com
… We present standard deep learning methods for each of these tasks. Shown as the blue
module in Figure 4, these methods have the ResNet-50 13 backbone which is one of the most …

Deep learning model for real-time image compression in Internet of Underwater Things (IoUT)

N Krishnaraj, M Elhoseny, M Thenmozhi… - Journal of Real-Time …, 2020 - Springer
learn the immense oceanic volume for deep learning [24] and be aware of the underwater
habitats… Therefore, the onboard transmission of sensing images from the underwater objects …

Underwater fish species recognition using deep learning techniques

BV Deep, R Dash - 2019 6th International Conference on …, 2019 - ieeexplore.ieee.org
… But, there were no significant researches on underwater habitat. This is mainly because
of the unrestricted natural habitat of the sea. The underwater videos are of low quality with …

Automatic habitat mapping using convolutional neural networks

A Diegues, J Pinto, P Ribeiro… - … Autonomous Underwater …, 2018 - ieeexplore.ieee.org
… Abstract—Habitathabitats as it is hard to get good images in underwater conditions and
to precisely locate them. In this paper we present a novel technique for performing habitat