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Orenstein et al.
Assisting human annotation of marine images with foundation models
Eric C. Orenstein, Benjamin Woodward, Lonny Lundsten, Kevin Barnard, Brian Schlining, Kakani Katija
Jul 23, 2025
By
Orenstein, et al.
Front. Mar. Sci., 23 July 2025
Sec. Ocean Observation
Volume 12 - 2025 | https://doi.org/10.3389/fmars.2025.1469396
Taking inspiration from large language models, computer vision researchers are now thinking in terms of “foundation models” that can yield reasonable zero- and few-shot detection and segmentation performance with human prompting. Here we consider the utility of this approach for ocean imagery, leveraging Meta’s Segment Anything Model to enrich ocean image annotations based on existing labels.
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