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: Raja Ampat 2018 (incl. Triton Bay)

16 sites · 1,094 photos

No gold standard.

SiteDateClaudeDINOv3Coralscapes v1Coralscapes v2CoralSCOPMean ± SD of CVRange
Seruanus (Triton Bay)2018-10-149.1n=6618.7n=6643.7n=6642.0n=6630.6n=6619.5 ± 10.89.1–30.6
Little Komodo (Triton Bay)2018-10-1411.7n=7322.9n=7543.6n=7344.7n=7231.2n=7521.9 ± 9.811.7–31.2
Last Frontier (Triton Bay)2018-10-157.8n=1410.2n=1516.9n=1414.7n=1416.0n=1511.3 ± 4.27.8–16.0
Bo Rainbow (Triton Bay)2018-10-1512.7n=4722.0n=4759.6n=4761.6n=4742.1n=4725.6 ± 15.012.7–42.1
Karang Paradise2018-10-1644.4n=13228.7n=13666.4n=12767.5n=12731.4n=13434.8 ± 8.428.7–44.4
Pulau Koon dive 22018-10-1724.7n=5219.4n=5348.8n=5146.7n=5133.0n=5325.7 ± 6.819.4–33.0
Pulau Koon dive 32018-10-1729.6n=9831.1n=9875.4n=9876.0n=9846.9n=9835.9 ± 9.629.6–46.9
Shadow Reef2018-10-18–2016.9n=8517.6n=10744.1n=8346.9n=8118.2n=10617.6 ± 0.716.9–18.2
Nudi Rock2018-10-1929.7n=9725.9n=10061.4n=9861.9n=9832.4n=10029.3 ± 3.325.9–32.4
Little Juliet2018-10-1926.2n=1323.8n=1348.1n=1251.2n=1227.8n=1325.9 ± 2.023.8–27.8
Anchovy2018-10-2032.4n=6425.8n=6455.1n=6455.1n=6438.0n=6432.1 ± 6.125.8–38.0
Two Tree Island2018-10-207.2n=7718.6n=8831.2n=8231.0n=7518.8n=8814.9 ± 6.67.2–18.8
My Reef2018-10-2133.2n=5431.8n=5455.2n=5451.6n=5439.2n=5434.7 ± 3.931.8–39.2
Melissa's Garden (Fam/Penemu)2018-10-2140.9n=8935.1n=8971.3n=8970.0n=8940.7n=8938.9 ± 3.335.1–40.9
Blue Magic2018-10-22–2311.1n=4019.3n=4229.0n=4035.9n=4027.4n=4219.3 ± 8.211.1–27.4
Mioskon2018-10-2211.9n=4723.8n=4743.4n=4745.0n=4732.7n=4722.8 ± 10.411.9–32.7
All sites (unweighted mean)21.823.449.650.131.625.6 ± 5.321.8–31.6
Notes for Raja Ampat 2018 (incl. Triton Bay) (11)
  • [a] No gold standard exists (no transect, no frames manually annotated in CoralNet).
  • [b] Not applicable: no CoralNet source / hand annotations exist for these photos.
  • [c] Value read from cv_method_tables.json (injector output, generated 2026-09-28 22:33); the scope text there gives denominator and frame set.
  • [d] 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).
  • [e] Coralscapes (v1 EPFL-ECEO/coralscapes-vit-b-dpt; v2 coralscapesv2-dinov3-vitb-lora-dpt) is not trusted (Anderson): shown, never averaged. Area fraction, not a point count.
  • [f] Not run: EDITED region by ruling; unedited originals exist but were never staged for CoralSCOP.
  • [g] 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.
  • [h] Claude = blind 7-call point count on the EDITED photos, 20 points per photo, (HC+BL)/(20 − WATER − FISH − OBST), UNK kept in; mean across photos (arm ledgers, via cv_method_tables.json).
  • 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.

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