Machine learning in marine ecology: an overview of techniques and applications
Abstract Machine learning covers a large set of algorithms that can be trained to identify
patterns in data. Thanks to the increase in the amount of data and computing power …
patterns in data. Thanks to the increase in the amount of data and computing power …
Recent advances of smart systems and internet of things (iot) for aquaponics automation: A comprehensive overview
Aquaponics is an innovative, smart, and sustainable agricultural technology that integrates
aquaculture (farming of fish) with hydroponics in growing vegetable crops symbiotically. The …
aquaculture (farming of fish) with hydroponics in growing vegetable crops symbiotically. The …
Fish monitoring from low-contrast underwater images
A toolset supporting fish detection, orientation, tracking and especially morphological feature
estimation with high speed and accuracy, is presented in this paper. It can be exploited in …
estimation with high speed and accuracy, is presented in this paper. It can be exploited in …
A scalable open-source framework for machine learning-based image collection, annotation and classification: a case study for automatic fish species identification
Citizen science platforms, social media and smart phone applications enable the collection
of large amounts of georeferenced images. This provides a huge opportunity in biodiversity …
of large amounts of georeferenced images. This provides a huge opportunity in biodiversity …
Toward Digitalization of Fishing Vessels to Achieve Higher Environmental and Economic Sustainability
Z Uriondo, JA Fernandes-Salvador, KJ Reite… - ACS …, 2024 - ACS Publications
Fishing vessels need to adapt to and mitigate climate changes, but solution development
requires better information about the environment and vessel operations. Even if ships …
requires better information about the environment and vessel operations. Even if ships …
Fish species identification on low resolution-a study with enhanced super resolution generative adversarial network (esrgan), yolo and vgg-16
S Adhikary - 2022 - researchsquare.com
A smart detection and recognition model for the species of a fish from camera footage is of
urgent requirement as fishery contributes to a large portion of the world economy and these …
urgent requirement as fishery contributes to a large portion of the world economy and these …
Parallel desires: unifying local and semantic feature representations in marine species images for classification
DL Manikandan, SM Santhanam - Marine Geophysical Research, 2024 - Springer
Accurate identification of marine species is essential for ecological monitoring, habitat
assessment, biodiversity conservation, and sustainable resource management. To address …
assessment, biodiversity conservation, and sustainable resource management. To address …
Length estimation of fish detected as non-occluded using a smartphone application and deep learning method
Y Shibata, Y Iwahara, M Manano, A Kanaya, R Sone… - Fisheries …, 2024 - Elsevier
Uncertainty in stock assessment can be reduced if accurate and precise length composition
of catch is available. Length data are usually manually collected, although this method is …
of catch is available. Length data are usually manually collected, although this method is …
Enhancing Underwater Fauna Monitoring: A Comparative Study on YOLOv4 and YOLOv8 for Real-Time Fish Detection and Tracking
R Garg, AC Phadke - … on Sustainable and Innovative Solutions for Current …, 2023 - Springer
Supervision of marine ecosystems is paramount for understanding and conserving
underwater biodiversity. Due to the latest advancements in the field of neural networks and …
underwater biodiversity. Due to the latest advancements in the field of neural networks and …
Assessing the geographical distribution of carnivorous and planktivorous fishes in the western Bay of Bengal
There is a clear distinction in the feeding habits of fishes between the northeastern and
southeastern Arabian Sea (west coast of India)—the north is carnivorous, and the south is …
southeastern Arabian Sea (west coast of India)—the north is carnivorous, and the south is …