Develop an AI algorithm to identify the age of a fish from an otolith image. Age data is fundamental to evaluating fish stock status as age data underpins the growth and mortality rates, as well as maturity patterns, which ultimately contribute to stock size. Age reading labs routinely read otoliths and provide data based on a subjective age reading method to the stock assessors.
Test the final AI algorithm in an image-based age reading calibration event against expert age readers and conduct a statistical analysis showing levels of precision and bias.
External Use Case
Fish Otoliths
AI for image-based age reading from fish otoliths
Aim
Development actions during iMagine
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Project Planning and Requirements Gathering: This phase includes detailed discussions with stakeholders to finalize the scope, functionalities, and technical requirements of the service.
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Development and Testing: The actual development of the service, including the implementation of the deep learning algorithms for image labelling, should be carried out in this phase. It is crucial to allocate enough time for testing and debugging to ensure the accuracy and reliability of the results.
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User Interface Design and Implementation: The development of a user-friendly interface for uploading images, visualising results, and interacting with the labelled data should be completed during this phase.
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Data Management and Storage: Establishing a robust data management system to store and organize the labelled data is essential for future monitoring and analysis.
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Documentation and User Support: Proper documentation of the service’s functionalities and user support materials should be prepared to assist users in effectively utilising the service.
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Final Testing and Quality Assurance: Before launching the service, a comprehensive final testing and quality assurance process should be conducted to identify and rectify any potential issues.
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Service Deployment: After successful testing and validation, the service can be deployed for use by researchers and conservationists.
