Shaded value = in the CV mean (shade deepens with cover) Grey italic = shown for comparison but left out of the CV mean: the gold standard and manual CoralNet annotations (human reference values, not models), Coralscapes (not trusted), and any value that reuses the reference's own data n = frames behind the value — = not run or not applicable (see each region's notes) Site names and method names link out (new tab)

Coral Cover: Maldives #1 2016

18 sites · 2,934 photos

No gold standard.

SiteDateDINOv3CoralSCOPMean ± SD of CVRange
mal01_small_sand_bank [Small Sand Bank]2016-01-14–1923.1n=32717.1n=1620.1 ± 4.217.1–23.1
mal02_raaeundi [Raaeundi Reef]2016-01-1524.2n=29119.3n=2021.8 ± 3.419.3–24.2
mal03_veli [Veli]2016-01-1630.8n=20038.6n=2034.7 ± 5.530.8–38.6
big_sand_bank_2016 [Big Sand Bank]2016-01-1723.6n=5633.8n=2028.7 ± 7.223.6–33.8
mal04_stage [Stage]2016-01-1723.0n=20837.4n=2030.2 ± 10.123.0–37.3
anantara_dhigu [Anantara Dhigu house reef]2016-01-1833.3n=8132.1n=2032.7 ± 0.832.1–33.3
hr_dhigu_0118 [Anantara Dhigu house reef]2016-01-1824.4n=4436.2n=2030.3 ± 8.424.4–36.2
mal05_maafushi [Maafushi]2016-01-1821.2n=21040.5n=2030.9 ± 13.621.2–40.5
anantara_kihava [Anantara Kihavah house reef]2016-01-21–2627.5n=13635.2n=1931.3 ± 5.527.5–35.2
mal06_baa1 [Gaagandufaruhuraa]2016-01-2126.7n=24344.5n=1935.6 ± 12.626.7–44.5
hr_drift_0122 [Anantara Kihavah house reef]2016-01-2214.7n=4519.3n=2017.0 ± 3.214.7–19.3
mal07_baa2 [Kashidhoo Faru]2016-01-22–2325.8n=30826.2n=1926.0 ± 0.325.8–26.2
four_seasons_0124 [Four Seasons Landaa Giraavaru]2016-01-2429.5n=14644.7n=2037.1 ± 10.729.5–44.7
aquarium_restaurant_0125 [Anantara Kihavah house reef]2016-01-2519.0n=3524.9n=2021.9 ± 4.119.0–24.9
golden_wall_0125 [Golden Wall]2016-01-2513.8n=1727.2n=1720.5 ± 9.413.8–27.2
mal08_baa3 [Baa Atoll (Hanifaru)]—21.0n=29025.1n=1923.1 ± 2.921.0–25.1
mal09_baa4 [Baa Atoll (Hanifaru)]—18.0n=8925.2n=2021.6 ± 5.118.0–25.2
mal10_baa5 [Baa Atoll (Hanifaru)]—20.7n=20830.0n=2025.3 ± 6.620.7–30.0
All sites (unweighted mean)23.431.027.1 ± 5.423.3–31.0
Notes for Maldives #1 2016 (12)
  • [a] No frame- or site-matched gold standard: the 2016 bleaching sheets (maps/maldives_map_build/bleaching_stats_2016.json) are April/July 2016 transects at other Baa/Raa/Gaafu Alifu sites, not these January 2016 dives (backlog: 'partial: no Jan-2016 benthic transect data found').
  • [b] Not applicable: no CoralNet source / hand annotations of Anderson's Maldives photos exist (wide search 2026-09-29; the only Maldives CoralNet source found is an outside project).
  • [c] DINOv3 (in-house, frozen Alor/Indonesia model) = mean hard-coral probability over 20 synthesized points per photo, NO water/fish class, so not a benthic denominator (from the map build's hard_coral_cover_by_site.csv).
  • [d] GENUINELY NOT RUN: no Coralscapes v1/v2 output for the Maldives on disk or recorded on the external drive (wide search 2026-09-29).
  • [e] Not applicable: both Maldives trips are EDITED sets (EDITED_UNEDITED_RULES.md); no unedited originals staged.
  • [f] CoralSCOP = per-frame sum of colony-mask area fractions (zero-filled; overlapping masks double-count), averaged over frames with an ok row. Area index, not a point count: denominator differs from any point-count reference.
  • [g] CoralSCOP ran on a staged subset (maps/maldives_map_build/coralscop_survey: 878 ok frames over 47 folders, up to ~20 frames per folder at the larger sites), not every photo.
  • [h] THIN SAMPLE (under 30 frames at this site): indicative only.
  • [i] GENUINELY NOT RUN: no Claude arm for the Maldives (model_comparison_audits/ has none).
  • Mean/Range: Mean ± SD and Range are over the CV cells that enter the mean (CoralNet where independent, DINOv3, CoralSCOP unedited/edited, Claude). Gold standard, frames manually annotated in CoralNet, Coralscapes and same-measurement cells are shown but never averaged (*).
  • Methods: Claude (Anthropic); DINOv3 (Meta; paper; used here as the frozen backbone of the in-house classifier); Coralscapes v1 and v2 (EPFL-ECEO; dataset paper, code); CoralSCOP (Zheng et al., CVPR 2024); CoralNet.
  • Sites: names drop the region prefix (hover for the full name) and link to the site's CRD page, or to the regional summary page where the site has none. Date = survey date from the map pins (first–last visit); sites are listed earliest first, undated sites last.

All regions

This trip: what has run, photo basis and photo counts

TripDivesPhotosReference / transectsManual pointsCoralNetClaudeDINOv3Coralscapes v2Coralscapes v1CoralSCOPTable
Maldives #1 2016261,2112016 bleaching sheets - Apr/Jul 2016 transects at other sites (partial; not these Jan dives)———(see #2; 2,934 in #1 table)——(see #2; 349 in #1 table)included