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: Philippines 2016 (Anilao)

7 sites · 609 photos

No gold standard.

SiteDateDINOv3CoralSCOPMean ± SD of CVRange
dive_1_lipgpo_island2016-09-3021.0n=9434.2n=9427.6 ± 9.421.0–34.2
dive_2_dive_and_trek2016-09-3027.3n=8931.1n=8929.2 ± 2.627.3–31.0
dive_3_monte_carlo_hotel2016-09-3022.3n=8222.0n=8222.1 ± 0.222.0–22.3
fundiveanilaoanderson_sept30_oct12016-09-30–10-0123.1n=14321.6n=3022.4 ± 1.121.6–23.1
dive_5_kirby_s_rock2016-10-0123.3n=7327.7n=7325.5 ± 3.123.3–27.7
dive_6_beatriz_island2016-10-0118.1n=7619.7n=7618.9 ± 1.118.1–19.7
dive_7_sombrero_island2016-10-0125.1n=5227.2n=5226.2 ± 1.525.1–27.2
All sites (unweighted mean)22.926.224.6 ± 2.422.9–26.2
Notes for Philippines 2016 (Anilao) (9)
  • [a] No gold standard exists for this region.
  • [b] Not applicable: no CoralNet annotations of these photos.
  • [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 output for this trip.
  • [e] 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.
  • [f] GENUINELY NOT RUN: no Claude arm for this trip.
  • 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
Philippines 2016 (Anilao)6466————609——496 ok (+60 ok Verde Island Passage build)included