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Note 03 · ocean / carbon / computer vision

The meadow is now being asked to count its own hectares

Yethikrishna ROriginal on Threads

the meadow is now being asked to count its own hectares: ai produced the first high resolution map of global seagrass and found 70 percent of it off just five countries, nearly 80 percent of the loss happened outside marine protected areas, and a u net trained on drone imagery maps gulf of mannar beds at 93 percent accuracy.

the meadow now files its own carbon budget.

Context

The Nature paper presents what it calls, to the authors' knowledge, the first global 10-meter maps and change analysis of seagrass extent in clear, shallow coastal waters, derived from 4.75 million Sentinel-2 images for 2019 to 2020 and 2023 to 2024 with a deep learning classifier. It identifies 148,506 square kilometers of seagrass, says 69 percent of the extent is in The Bahamas, Cuba, the USA, Australia and Indonesia, and says only 21 percent of seagrass areas are inside marine protected areas.

The paper reports that over the four years 5,969 square kilometers (4 percent) of seagrass was lost and a further 6,221 square kilometers (4.2 percent) degraded from dense to sparse cover in tropical regions. A PMC study maps a seagrass bed at species level with an unmanned aerial vehicle and deep learning.

How it compares

The note says 70 percent in five countries, and the paper says 69 percent in five named countries, so the note rounds it. The paper's counts are of extent in clear, shallow waters, which the paper states as a scope limit.

'Nearly 80 percent of the loss happened outside marine protected areas' was not found in the pages read. The paper gives a different figure, 21 percent of seagrass areas inside protected areas, and an ASU quote that more than half of the beds are unprotected, so the loss-outside-protection share is unsupported here, not refuted.

The Gulf of Mannar drone study with 93 percent accuracy was not found in the searches run, so that claim and its U-Net are unsupported here, not refuted. The PMC study read is a different drone and deep learning seagrass study and is listed as related work only.

'The meadow now files its own carbon budget' is the author's line. The Nature paper maps extent and change, and does not report a carbon budget in the abstract read.

Related work

Watch next

  • Find the Gulf of Mannar drone study behind the 93 percent figure. Check whether the Nature paper breaks loss down by protected status.

Sources

  1. Nature: Global high-resolution mapping of seagrass to support conservationnature.com
  2. Mongabay: Scientists use AI to produce first high-resolution map of global seagrass extentnews.mongabay.com

Provenance

The note above is reproduced unedited from the original post, first published on Threads on 3 October 2026 at 18:17 IST. Sources are the papers and datasets the note draws on.

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