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Initiative #118

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Use of artificial intelligence models to facilitate seafloor video annotations in conservation areas.

Listed in the registry Pilot Original language : English

About the initiative

Description of the initiative

The purpose of this initiative is to utilize AI to facilitate seafloor video annotations collected as part of the MCT and Benthic Ecology programs in the NL Region. A large number of vidEcosystems and Oceans Science is collected annually, and manual video annotation (e.g., locating and counting observations) is extremely time-consuming. A published “object detection model” (FathomNet Megalodon Detector, YOLOv8x) trained using marine taxa by MBARI is currently being used to identify objects in our seafloor images. The model does not identify the objects (e.g., to species), but it largely accelerates the process given that locating objects is the most time-consuming part of the work.

AI family

Perception and Understanding

Bucket rationale Not translated

Vision artificielle pour annotation visuelle massive et identification d’objets biologiques.

Lifecycle

  1. Ideation

    Stage status : Completed

    June 1, 2025

  2. Assessment

    Stage status : Completed

  3. Approved

    Stage status : Completed

  4. Development

    Stage status : Completed

  5. Pilot

    Stage status : In progress

  6. Production

    Stage status : Upcoming

  7. Archived

    Stage status : Upcoming

Schedule for this initiative

  • Completed
  • In progress
  • Planned
  • Not applicable
  • Today
2025 Jun Jul Aug Sep Oct Nov Dec 2026 Jan Feb Mar Apr May Jun Jul Aug Sep
  1. Ideation

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Contacts

Requester
Smith, Melannie
Sector contact
Smith, Melannie
Subject matter expert
Winegardner, Amanda
Smith, Melannie

Data and tools

Sector
Ecosystems and Oceans Science
Region
National Capital Region
Submitted on
June 1, 2025