Skip to main content
National Oceanography Centre [logo]National Oceanography Centre
  • Science
  • Technology
  • Under the Surface
  • Facilities
  • Education
  • About
  • Careers
  • Media Centre
  • Search
  • Big Science for Big Challenges
  • Research Expeditions
  • Sustained Observations
    • NOC Surface Flux and Meteorological Dataset
  • Arctic Research
  • Our Science Research Areas
    • Marine Physics and Ocean Climate
    • Marine Systems Modelling
    • Ocean BioGeosciences
    • Ocean Technology and Engineering
  • Projects
  • Publications
  • Technology Development
    • Autonomous Vehicles
    • Electronics, Software and Communications
    • Instruments and Sensors
    • MARS Facility Virtual Tour
    • Marine Autonomous Robotic Systems
    • Mechanical Engineering
  • Technology Archive
    • Autosub Development
    • Unmanned Surface Vehicle Development
    • Deep-Ocean Lander Development
    • The Story of Autosub
  • Marine Geohazards
  • Marine Heatwaves
  • Seagrass
  • In the Twilight Zone
  • Plastics in the Ocean
  • Monsters of the Deep
  • The Atlantic Meridional Overturning Circulation
  • Actions for the Ocean Decade
  • Data and Research Facilities
    • Discovery Collections
    • British Oceanographic Data Centre (external link)
    • British Ocean Sediment Core Research Facility (external link)
    • Permanent Service for Mean Sea Level (external link)
    • National Tidal and Sea Level Facility (external link)
    • NERC Data Catalogue Service (external link)
  • Research Ships
    • The RRS Discovery
    • The RRS James Cook
    • Net Zero Oceanographic Capability
    • Past, Present, Future
    • History of Research Ships
    • Hire of Research Vessels
  • National Marine Equipment Pool
    • Autosubs
    • Autonomous Surface Vehicles
    • Scientific Engineering
    • Geophysical Surveys
    • Container Laboratories
    • Oceanographic Sampling
    • Seafloor Sampling
    • Communications
    • Deep Platforms
    • Gliders
  • Coastal and Shelf Seas Instrumentation Services
    • Projects
    • Services and Facilities
  • Laboratories, Workshops and Testing Facilities
    • Laboratories
    • Workshops
    • Testing Facilities
  • National Oceanographic Library
    • Archives and Special Collections
    • NOC Research Publications
    • Open Access Information and Data Resources
    • Visitor Access
  • Hosting Events at NOC Southampton
  • Postgraduate Studies
    • Doctoral Training Partnerships
    • Graduate School, NOC Southampton
    • PhD Opportunities at NOC Liverpool
  • Undergraduate Studies
    • University of Liverpool (external link)
    • University of Southampton (external link)
  • Educational Resources
    • Into the Blue Podcast
    • Online Learning
    • What’s On
    • Coastal Walk – The Crosby Sequence
    • Create your own Earth Observation poster
  • Boaty McBoatface
  • West P&I Science Bursary
  • Training course: Autonomous Platforms as A Research Tool (A.P.A.R.T)
  • Our Organisation
    • Our Vision
    • Leadership and Governance
    • Literature and Brochures
    • Our Commitments
    • Our History and Heritage
    • Our Ambassadors
    • Learned and Professional Societies
  • Partnerships
    • Our National Role
    • Our International Role
  • Contact us
    • Staff Directory
    • Contact form
    • Complaints
  • Support Us
    • One Ocean
    • Ocean Education
    • Individual
    • Corporate Partnerships
    • Philanthropy
  • Supplying the NOC
    • Supplying to Us
    • Sustainable Procurement
  • Latest News
    • News Archive
  • Current Vacancies
  • Working for NOC
  • NOC Recruitment FAQs
  • Women in NOC
    • Women in Engineering
  • New Starter Portal
    • Explore our sites
    • What to expect when you first join
    • New starters FAQs
  • Latest News
  • NOC Logo Guidelines

Secondary nav bar menu

  • People
  • Media Centre
  • NOC Innovations
  • Support Us
  • Donate

Assisting human annotation of marine images with foundation models

Orenstein, Eric C.; Woodward, Benjamin; Lundsten, Lonny; Barnard, Kevin; Schlining, Brian; Katjia, Kakani. 2025 Assisting human annotation of marine images with foundation models. Frontiers in Marine Science, 12. 10.3389/fmars.2025.1469396

Publication year
2025
Publication type
Article
Journal
Frontiers in Marine Science
NOC authors
Eric Orenstein
National Oceanography Centre [logo]National Oceanography Centre

Registered address:
European Way, Southampton  SO14 3ZH

Company no.: 11444362

Charity no.:
1185265  (England and Wales)
SC049896  (Scotland)

Telephone: +44 (0)300 131 2321  Southampton
Telephone: +44 (0)151 795 4800  Liverpool

Get in touch   

  • Contact us
  • Media Enquiries
  • Staff Directory

Ocean News  

Bite-sized updates straight to your inbox

Subscribe now

Help our ocean thrive

Play a part in delivering scientific understanding and education

Support us

Follow us   

  • Facebook
  • Bluesky
  • Twitter
  • YouTube
  • TikTok
  • Instagram
  • LinkedIn
  • Investors in People [logo]
  • Fundraising Regulator [logo]

© 2025  The National Oceanography Centre (NOC) owns copyright of the material available at this site, unless otherwise stated. All rights reserved.

  • Disclaimer
  • Privacy and cookies
  • Cookie settings
  • Modern slavery
  • Contact us
  • Staff resources