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Automated Fish Counting System to Benefit Ecology, Fisheries Industry

automate fish counting system feature on computer screen
AFID autonomously detects the head and tail of fish and uses EventMeasure’s calibration methods to accurately measure the length of the fish.

Researchers from the Curtin Institute for Computation (CIC) will use the latest in data science to develop an automated fish detection and counting solution that offers exciting economic and ecological benefits.

The CIC is part of a consortium that has been awarded $1 million in Federal funding to continue developing the AFID (Automated Fish Identification) system, which uses machine learning and Artificial Intelligence (AI) to automatically gather information about fish, including species and size.

Project lead and CIC Lead Data Scientist Dr Daniel Marrable said the technology aimed to accurately, efficiently and more cost-effectively gather data in order to gauge marine and coastal ecosystem health, which would benefit Australia’s multi-billion dollar fisheries and aquaculture industries.

AFID uses Machine Learning to suggest species right inside EventMeasure

“AFID operates via a remote underwater video station and runs machine learning methods over video footage to count, classify and calculate the length of all visible fish,” Dr Marrable said.

“Fish biodiversity and biomass are the best non-invasive indicators of marine and coastal ecosystem health, however the current methods of measuring these are manual and very labour intensive.

“Working closely with the Australian Institute of Marine Science (AIMS) and Curtin’s own Fish Ecology Lab, by using machine learning and AI we can speed up the process of data collection and analysis, which will allow policy decisions that affect fish stocks and quotas, environmental impact assessment and ecological protection to be better informed.”

CIC Director Professor Melanie Johnston-Hollitt said AFID will use data science to help reduce the cost and manual labour required to monitor Australia’s sensitive marine ecosystem.

“The value of the project for fish ecology and the $2.7 billion fisheries industry highlights the important real-world, industry-aligned outcomes of the work being done in the area of data science at Curtin University,” Professor Johnston-Hollitt said.

“The CIC has been working in this domain for some time now, with Dr Marrable having done the vast majority of the technical work devising a system to identify, count, and measure fish from underwater imagery.

“With this funding he will now lead a small but highly skilled technical team in the CIC to continue to unlock the potential of machine learning and Artificial Intelligence to benefit fish ecology and our fisheries industry.”

Consortium project partners include Harrier Project Management, SeaGIS and In-situ Marine Optics (IMO).

The funding was provided via the Business Research and Innovation Initiative (BRII) which aims to help small to medium sized enterprises develop innovative solutions for government policy and service delivery challenges. For more information visit here.

AFID is currently in the proof of concept stage of the BRII – AIMS challenge. If you have data to contribute to public datasets, time to contribute to machine learning algorithms, or would like to be part of our stakeholder group, please contact Dan Marrable to get more information about the project

About Curtin University

Curtin University is Western Australia’s largest university, with more than 59,000 students. In addition to the University’s main campus in Perth, Curtin also has a major regional campus in Kalgoorlie, and a campus in Midland, as well as four global campuses in Malaysia, Singapore, Dubai and Mauritius. Curtin staff and students come from Australia and 100 other countries around the world, with half our international students studying at Curtin’s offshore campuses.

Curtin is ranked in the top one per cent of universities worldwide, with the University placed 9th in Australia according to the Academic Ranking of World Universities (ARWU) 2021 and has achieved a QS Five Stars Plus rating, the highest available for a tertiary institution, and one of only four to do so in Australia.

The University has built a reputation around innovation and an entrepreneurial spirit, being at the forefront of many high-profile research projects in astronomy, biosciences, economics, mining and information technology. It is also recognised globally for its strong connections with industry, and for its commitment to preparing students for the jobs of the future.

For further information, visit curtin.edu.au.


This piece was prepared online by Panuruji Kenta, Publisher, SEVENSEAS Media

One comment

  1. Our latest publication, THE SWORDFISH HUNTERS, describes technology’s use in ocean conservation. This article describes photographing live fish to study biodiversity by SPECIES….wonderful!
    Thank you Panuruji Kenta, Publisher, SEVENSEAS Media for posting.

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