Hard-coral cover (%) at each site from every method run so far, one table per region, newest trip first (36 regions, 427 sites). Built from the method output files.
No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|
| Failonga | 2026-08-09 | 33%Claude | 33a,en=201 | 31a,bn=201 | 55a,cn=201 | 58a,cn=201 | 32a,dn=201 | 32 ± 0.6 | 31–33 |
| Maitara North | 2026-08-09 | 33%Claude | 33a,en=171 | 34a,bn=171 | 49a,cn=171 | 51a,cn=171 | 26a,dn=171 | 31 ± 4.1 | 26–34 |
| AM Point 2 | 2026-08-09 | 40%Claude | 40a,en=223 | 33a,bn=223 | 57a,cn=223 | 61a,cn=223 | 28a,dn=223 | 34 ± 6.2 | 28–40 |
| Pretty Shallow | 2026-08-10 | 32%Claude | 32a,en=105 | 32a,bn=105 | 54a,cn=105 | 56a,cn=105 | 30a,dn=105 | 31 ± 1.1 | 30–32 |
| Kusu Drift | 2026-08-10 | 26%Claude | 26a,en=143 | 28a,bn=143 | 51a,cn=143 | 56a,cn=143 | 34a,dn=143 | 29 ± 4.1 | 26–34 |
| Pulau Sebatang | 2026-08-10 | 41%Claude | 41a,en=265 | 34a,bn=265 | 65a,cn=265 | 67a,cn=265 | 36a,dn=265 | 37 ± 3.9 | 34–41 |
| Tower Corner | 2026-08-11 | 34%Claude | 34a,en=242 | 35a,bn=242 | 55a,cn=242 | 58a,cn=242 | 34a,dn=242 | 35 ± 0.7 | 34–35 |
| Sali Bay-Batu Mangga | 2026-08-11 | 25%Claude | 25a,en=361 | 32a,bn=361 | 52a,cn=361 | 53a,cn=361 | 31a,dn=361 | 29 ± 3.9 | 25–32 |
| Tanjung Naraka | 2026-08-12 | 30%Claude | 30a,en=136 | 30a,bn=136 | 54a,cn=136 | 55a,cn=136 | 35a,dn=136 | 32 ± 3.2 | 30–35 |
| Tanjung Dehebra | 2026-08-12 | 25%Claude | 25a,en=103 | 28a,bn=103 | 52a,cn=103 | 54a,cn=103 | 34a,dn=103 | 29 ± 4.8 | 25–34 |
| Kusu Ridge | 2026-08-12 | 45%Claude | 45a,en=249 | 43a,bn=249 | 64a,cn=249 | 66a,cn=249 | 28a,dn=249 | 39 ± 9.5 | 28–45 |
| Jerot | 2026-08-13 | 23%Claude | 23a,en=172 | 28a,bn=172 | 55a,cn=172 | 57a,cn=172 | 42a,dn=172 | 31 ± 9.7 | 23–42 |
| Proco | 2026-08-13 | 32%Claude | 32a,en=227 | 32a,bn=227 | 51a,cn=227 | 54a,cn=227 | 34a,dn=227 | 33 ± 1.1 | 32–34 |
| Kusu Drift (round 2) | 2026-08-13 | 43%Claude | 43a,en=105 | 32a,bn=105 | 61a,cn=105 | 65a,cn=105 | 38a,dn=105 | 38 ± 5.6 | 32–43 |
| Merida Cavern | 2026-08-14 | 27%Claude | 27a,en=125 | 24a,bn=125 | 38a,cn=125 | 41a,cn=125 | 31a,dn=125 | 28 ± 3.6 | 24–31 |
| Batu Balong shallows-near anchorage | 2026-08-14 | 57%Claude | 57a,en=213 | 33a,bn=213 | 70a,cn=213 | 74a,cn=213 | 38a,dn=213 | 43 ± 12.2 | 33–57 |
| Batu Balong | 2026-08-14 | 39%Claude | 39a,en=126 | 28a,bn=126 | 60a,cn=126 | 61a,cn=126 | 34a,dn=126 | 34 ± 5.7 | 28–39 |
| Batu Mandi | 2026-08-14 | 12%Claude | 12a,en=22 | 17a,bn=22 | 34a,cn=22 | 36a,cn=22 | 28a,dn=22 | 19 ± 8.4 | 12–28 |
| Siko Tanjung | 2026-08-15 | 41%Claude | 41a,en=143 | 31a,bn=143 | 58a,cn=143 | 59a,cn=143 | 32a,dn=143 | 35 ± 5.8 | 31–41 |
| Siko Pinnacle | 2026-08-15 | 12%Claude | 12a,en=48 | 19a,bn=48 | 33a,cn=48 | 37a,cn=48 | 27a,dn=48 | 19 ± 7.5 | 12–27 |
| Reene's Rock (Pulau Gewang) | 2026-08-15 | 13%Claude | 13a,en=39 | 18a,bn=39 | 32a,cn=39 | 37a,cn=39 | 23a,dn=39 | 18 ± 4.9 | 13–23 |
| Lelay Utara (north) | 2026-08-16 | 48%Claude | 48a,en=174 | 31a,bn=174 | 57a,cn=174 | 58a,cn=174 | 30a,dn=174 | 36 ± 9.9 | 30–48 |
| All sites (unweighted mean) | — | 32 | 30 | 53 | 55 | 32 | 31 ± 1.5 | 30–32 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP unedited | CoralSCOP edited | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|---|
| Goat Fence | 2026-07-28 | 11%Claude | 11a,in=72 | 19a,bn=72 | 50a,cn=72 | 50a,cn=72 | — | 29a,d,hn=72 | 20 ± 9.4 | 11–29 |
| Pasir Merah (Red Sand) | 2026-07-29 | 16%Claude | 16a,fn=174 | 26a,bn=174 | 39a,cn=174 | 43a,cn=174 | 16a,dn=174 | —e | 19 ± 5.6 | 16–26 |
| Bakalang Jetty | 2026-07-29 | 7.6%Claude | 7.6a,fn=51 | 16a,bn=51 | 25a,cn=51 | 26a,cn=51 | 18a,dn=51 | —e | 14 ± 5.5 | 7.6–18 |
| Bama Wall | 2026-07-29 | 11%Claude | 11a,fn=233 | 27a,bn=233 | 24a,cn=233 | 27a,cn=233 | 9.0a,dn=233 | —e | 16 ± 10.1 | 9.0–27 |
| Beang Abang (Baeng Beach / Baeng Jetty) | 2026-07-30–31 | — | 3.5a,f,gn=26 | 12a,bn=26 | 14a,cn=26 | 19a,cn=26 | 11a,dn=26 | —e | — | — |
| Goa Wolang (Walang Cave) | 2026-07-30 | 7.7%Claude | 7.7a,fn=28 | 19a,bn=28 | 15a,cn=28 | 18a,cn=28 | 8.8a,dn=28 | —e | 12 ± 6.3 | 7.7–19 |
| Clown Valley | 2026-07-30 | 41%Claude | 41a,fn=209 | 32a,bn=209 | 57a,cn=209 | 59a,cn=209 | 22a,dn=209 | —e | 32 ± 9.3 | 22–41 |
| Motonglang (Cathedral) | 2026-07-30 | 5.8%Claude | 5.8a,fn=132 | 28a,bn=132 | 20a,cn=132 | 25a,cn=132 | 7.6a,dn=132 | —e | 14 ± 12.2 | 5.8–28 |
| Limarahing (Black Sands) | 2026-07-31 | 29%Claude | 29a,fn=162 | 32a,bn=162 | 49a,cn=162 | 51a,cn=162 | 18a,dn=162 | —e | 26 ± 7.1 | 18–32 |
| Apuri Bay | 2026-07-31 | 29%Claude | 29a,fn=208 | 28a,bn=208 | 48a,cn=208 | 50a,cn=207 | 20a,dn=208 | —e | 26 ± 4.8 | 20–29 |
| Monaseli (Munaseli) | 2026-08-01 | 20%Claude | 20a,fn=178 | 21a,bn=178 | 38a,cn=178 | 39a,cn=178 | 16a,dn=178 | —e | 19 ± 2.7 | 16–21 |
| Babylon | 2026-08-01–02 | 30%Claude | 30a,fn=415 | 30a,bn=415 | 52a,cn=415 | 55a,cn=415 | 21a,dn=415 | —e | 27 ± 5.6 | 21–30 |
| The Arch | 2026-08-02 | 23%Claude | 23a,fn=155 | 23a,bn=155 | 49a,cn=155 | 51a,cn=155 | 19a,dn=155 | —e | 22 ± 2.4 | 19–23 |
| Umapura | 2026-08-02 | 18%Claude | 18a,fn=197 | 29a,bn=197 | 41a,cn=186 | 48a,cn=184 | 18a,dn=197 | —e | 21 ± 6.4 | 18–29 |
| Harilolong (School's Out) | 2026-08-03 | 36%Claude | 36a,fn=275 | 31a,bn=275 | 52a,cn=275 | 54a,cn=275 | 21a,dn=275 | —e | 29 ± 7.7 | 21–36 |
| Sulambali Wall | 2026-08-03 | 22%Claude | 22a,fn=208 | 25a,bn=208 | 44a,cn=208 | 48a,cn=208 | 16a,dn=208 | —e | 21 ± 4.5 | 16–25 |
| All sites (unweighted mean) | — | 20 | 26 | 40 | 43 | — | — | 23 ± 3.8 | 20–26 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Gold standard = 35 manually scored (via CoralNet) photos from Red Dock.
| Site | Date | Headline (site page) | Claude | Gold standard | DINOv3 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|
| Red Dock | 2026-07-01 | 7.4%manual, area | 8.0dn=87 | 6.3en=35 | 20bn=93 | 21cn=93 | 16 ± 7.2 | 8.0–21 |
| Turtle Beach | 2026-07-01–02 | 3.1%Claude, area | 3.1dn=83 | —a | 17bn=91 | 17cn=91 | 12 ± 7.9 | 3.1–17 |
| Bali Hai to Turtle Beach | 2026-07-02 | 2.5%Claude, area | 2.5dn=89 | —a | 14bn=89 | 12cn=89 | 9.5 ± 6.1 | 2.5–14 |
| Watersport Beach to Bali Hai | 2026-07-02 | 2.4%Claude, area | 2.4dn=51 | —a | 11bn=51 | 12cn=51 | 8.7 ± 5.5 | 2.4–12 |
| All sites (unweighted mean) | 4.0%Claude, island | 4.0 | — | 16 | 16 | 12 ± 6.7 | 4.0–16 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|
| Deep South | 2026-02-28 | 6.6%Claude | 6.6a,fn=63 | 13a,bn=63 | 9.8a,cn=63 | 11a,cn=63 | 20a,d,en=63 | 13 ± 6.9 | 6.6–20 |
| Oosterdiep Wreck | 2026-02-28 | 3.4%Claude | 3.4a,fn=66 | 16a,bn=66 | 6.0a,cn=66 | 6.1a,cn=66 | 15a,dn=60 | 12 ± 7.1 | 3.4–16 |
| The Pipe | 2026-03-02 | 6.6%Claude | 6.6a,fn=65 | 19a,bn=65 | 10a,cn=65 | 11a,cn=65 | 19a,d,en=65 | 15 ± 7.3 | 6.6–19 |
| Catheley H | 2026-03-02 | 6.2%Claude | 6.2a,fn=108 | 15a,bn=108 | 9.4a,cn=108 | 9.7a,cn=108 | 16a,d,en=108 | 12 ± 5.5 | 6.2–16 |
| All sites (unweighted mean) | — | 5.7 | 16 | 8.9 | 9.5 | 18 | 13 ± 6.5 | 5.7–18 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|
| The Ledge to Hangover | 2026-02-24 | 2.9%Claude | 2.9a,fn=88 | 17a,bn=88 | 17a,cn=87 | 21a,cn=88 | 26a,d,en=88 | 15 ± 11.6 | 2.9–26 |
| STENAPA Reef | 2026-02-24 | 4.6%Claude | 4.6a,fn=103 | 18a,bn=103 | 7.2a,cn=102 | 7.5a,cn=102 | 20a,d,en=103 | 14 ± 8.5 | 4.6–20 |
| Double Wreck | 2026-02-25 | 5.6%Claude | 5.6a,fn=46 | 16a,bn=46 | 13a,cn=46 | 14a,cn=46 | 26a,d,en=46 | 16 ± 10.3 | 5.6–26 |
| Chien Tong wreck | 2026-02-25 | 3.8%Claude | 3.8a,fn=62 | 17a,bn=62 | 6.0a,cn=62 | 5.6a,cn=62 | 13a,d,en=62 | 11 ± 6.5 | 3.8–17 |
| All sites (unweighted mean) | — | 4.2 | 17 | 11 | 12 | 21 | 14 ± 8.8 | 4.2–21 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|
| Ladder Labyrinth | 2026-02-21 | 8.9%Claude | 8.9a,en=82 | 18a,bn=82 | 13a,cn=82 | 15a,cn=82 | 23a,d,fn=82 | 17 ± 7.2 | 8.9–23 |
| Man-of-War Shoals | 2026-02-21 | 3.7%Claude | 3.7a,en=102 | 20a,bn=102 | 16a,cn=101 | 25a,cn=101 | 29a,d,fn=102 | 18 ± 13.0 | 3.7–29 |
| Tent Drift | 2026-02-21 | 4.3%Claude | 4.3a,en=73 | 18a,bn=73 | 12a,cn=73 | 14a,cn=73 | 21a,d,fn=73 | 14 ± 8.9 | 4.3–21 |
| Tent Shallow | 2026-02-22 | 3.0%Claude | 3.0a,en=85 | 15a,bn=85 | 7.9a,cn=85 | 12a,cn=85 | 21a,dn=72 | 13 ± 9.3 | 3.0–21 |
| All sites (unweighted mean) | — | 5.0 | 18 | 12 | 17 | 24 | 15 ± 9.6 | 5.0–24 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|
| Mike's Maze | 2026-02-19 | 14%Claude | 14a,en=78 | 19a,bn=78 | 28a,cn=77 | 33a,cn=77 | 25a,dn=75 | 19 ± 5.9 | 14–25 |
| Proselyte Reef | 2026-02-19 | 7.9%Claude | 7.9a,en=114 | 18a,bn=114 | 21a,cn=114 | 22a,cn=114 | 24a,d,fn=114 | 17 ± 8.0 | 7.9–24 |
| All sites (unweighted mean) | — | 11 | 19 | 24 | 28 | 24 | 18 ± 6.9 | 11–24 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Survey column = the NOAA NCRMP / AOML 2016 photo-transect value, the headline at Cheeca Rocks, The Rocks, Little Conch, and Crocker Reef. Claude and CoralSCOP ran on the author's photos.
| Site | Date | Headline (site page) | Claude | Survey (headline) | CoralSCOP unedited | CoralSCOP edited |
|---|---|---|---|---|---|---|
| Emerald Reef (Key Biscayne) | 2019-05-15–2021-05-27 | 12%Claude | 12dn=50 | —a | —f | 34b,in=57 |
| Cheeca Rocks (FKNMS) | 2019-05-31–2021-05-06 | 32%transect | 40d,hn=136 | 32en=40 | —f | 47b,gn=136 |
| MacArthur Causeway South (Urban Corals), Miami | 2019-06-26 | 19%*Claude | 19d,jn=13 | —a | —f | — |
| Crocker Reef (FKNMS) | 2019-07-10–12-04 | 1.5%published | — | 1.5en=40 | —f | — |
| Little Conch (FKNMS) | 2019-07-10–12-04 | 6.9%published | — | 6.9en=40 | —f | — |
| The Rocks (FKNMS) | 2019-07-10–12-04 | 9.3%published | — | 9.3en=40 | —f | — |
| Looe Key | 2021-12-09 | 20%Claude | 20dn=108 | —a | —f | 25b,in=87 |
| Tenneco Towers† | 2022-02-26 | 2.6%Claude | 2.6dn=45 | —a | 13b,gn=45 | — |
| Rabbit Ears (Pompano Beach) | 2022-04-08 | 4.4%*Claude | 4.4d,jn=17 | —a | —f | 27b,in=18 |
| United Caribbean (wreck, Fort Lauderdale) | 2022-04-08 | 3.8%*Claude | 3.8d,jn=14 | —a | —f | 19b,in=14 |
| Neptune Memorial Reef | 2022-04-16 | 1.6%Claude | 1.6dn=35 | —a | —f | — |
| Orion shipwreck (Key Biscayne) | 2022-04-16 | 4.2%Claude | 4.2dn=65 | —a | —f | 15b,in=78 |
| Key Largo Dry Rocks (Christ of the Abyss) | 2023-04-15 | 8.3%Claude | 8.3d,jn=23 | —a | —f | 22b,in=39 |
| North Dry Rocks (Key Largo) | 2023-04-15 | 20%Claude | 20dn=113 | —a | —f | 27b,in=118 |
| Belcher Barge (Key Biscayne)† | 2025-11-22 | 1.4%Claude | 1.4dn=74 | —a | 14bn=76 | —c |
| Flamingo Reef (Key Biscayne)† | 2025-11-22 | 21%Claude | 21dn=49 | —a | 31bn=58 | —c |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Gold standard = 344 manually scored (via CoralNet) photos (draft manuscript).
| Site | Date | Headline (site page) | Claude | Gold standard | CoralNet | DINOv3 | Coralscapes v1 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|---|
| Reef Garden | 2025-02-01 | 26%manual | 27an=105 | 26an=105 | 28an=105 | 45an=105 | 38a,b,cn=97 | 22a,dn=105 | 30 ± 9.8 | 22–45 |
| Ti Korail | 2025-02-01 | 7.0%manual | 7.4an=40 | 7.0an=40 | 11an=40 | 22an=40 | 13a,b,cn=38 | 21a,dn=40 | 15 ± 7.2 | 7.4–22 |
| Bamboo | 2025-02-04 | 17%manual | 14an=40 | 17an=40 | 12an=40 | 20an=40 | 13a,b,cn=39 | 17a,dn=40 | 16 ± 3.6 | 12–20 |
| Aquarium-Big Rock | 2025-02-04 | 14%manual | 8.3an=40 | 14an=40 | 7.0an=40 | 15an=40 | 8.2a,b,cn=31 | 13a,dn=40 | 11 ± 3.9 | 7.0–15 |
| Carpenter | 2025-02-09 | 15%manual | 12an=40 | 15an=40 | 11an=40 | 21an=40 | 13a,b,cn=31 | 21a,dn=40 | 16 ± 5.5 | 11–21 |
| Lost Anchor | 2025-02-09 | 11%manual | 9.2an=39 | 11an=39 | 10an=39 | 20an=39 | 12a,b,cn=32 | 21a,dn=39 | 15 ± 6.2 | 9.2–21 |
| Anemone Garden | 2025-02-10 | 2.7%manual | 2.9an=40 | 2.7an=40 | 7.7an=40 | 33an=40 | 17a,b,cn=33 | 31a,dn=40 | 19 ± 15.5 | 2.9–33 |
| All sites (six reef sites, Table 3 final row; Anemone Garden not counted) | — | 13 | 15 | 13 | 24 | 16 | 19 | 17 ± 5.3 | 13–24 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Gold standard = each site's own published CoralNet point count (Environments 12:248, Appendix A; most frames annotated by CoralNet's AI, trained and checked by the author). 583 photos manually scored (via CoralNet) for the benchmark. Benchmark photos mostly unedited; CoralSCOP ran on edited photos.
| Site | Date | Headline (site page) | Claude | Gold standard | Benchmark subset (manual CoralNet; not the gold standard) | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Abu Ejeiah (Thuwal) | 2023-09-02–2024-10-04 | 15%published point count | 17jn=366 | 15an=417 | too few photos (n=4)b,c | too few photos (n=4)d,c | 14g,fn=367 | 16e,fn=367 | 24h,in=367 | 21 ± 4.8 | 17–24 |
| Cement Reef (Thuwal) | 2023-09-02–2024-11-29 | 22%published point count | 24jn=478 | 22an=469 | 22bn=95 | 26dn=95 | 19g,fn=472 | 20e,fn=472 | 29h,in=471 | 27 ± 2.6 | 24–29 |
| Cement Wreck (Thuwal) | 2023-09-08–2024-11-09 | 13%published point count | 12jn=387 | 13an=383 | 18bn=11 | 34dn=11 | 10g,fn=392 | 11e,fn=391 | 21h,i,kn=391 | 22 ± 10.7 | 12–34 |
| Rose Reef (Thuwal) | 2023-09-08–2024-11-29 | 14%published point count | 13jn=438 | 14an=720 | too few photos (n=3)b,c | too few photos (n=3)d,c | 16g,fn=457 | 18e,fn=457 | 24h,i,kn=455 | 19 ± 7.5 | 13–24 |
| Um Mankout (Yanbu) | 2023-09-15 | 26%published point count | 29jn=227 | 26an=228 | too few photos (n=2)b,c | too few photos (n=2)d,c | 26g,fn=229 | 27e,fn=229 | 32h,in=229 | 30 ± 2.1 | 29–32 |
| Al Fasmah (Yanbu) | 2023-09-16 | 22%published point count | 27jn=116 | 22an=116 | — | — | 24g,fn=116 | 25e,fn=116 | 31h,in=116 | 29 ± 3.1 | 27–31 |
| Alrass Alakhdar (Yanbu) | 2023-09-16 | 30%published point count | 39jn=57 | 30an=59 | — | — | 27g,fn=58 | 27e,fn=58 | 36h,in=58 | 38 ± 2.3 | 36–39 |
| Thetis (Yanbu) | 2023-10-06–2024-08-09 | 16%published point count | 12jn=169 | 16an=170 | too few photos (n=5)b,c | too few photos (n=5)d,c | 15g,fn=171 | 16e,fn=171 | 21h,in=171 | 16 ± 5.8 | 12–21 |
| Mr. Umluj (Yanbu) | 2023-10-07–2024-11-08 | 17%published point count | 17jn=326 | 17an=326 | — | — | 22g,fn=326 | 23e,fn=326 | 22h,in=326 | 20 ± 3.7 | 17–22 |
| Long Reef (Thuwal) | 2023-11-17 | 14%published point count | 12jn=88 | 14an=90 | — | — | 18g,fn=91 | 20e,fn=91 | 24h,in=91 | 18 ± 9.0 | 12–24 |
| Cave Reef (Thuwal) | 2024-02-09 | 16%published point count | 16jn=65 | 16an=68 | too few photos (n=2)b,c | too few photos (n=2)d,c | 12g,fn=71 | 13e,fn=71 | 22h,i,kn=70 | 19 ± 4.3 | 16–22 |
| Abu Galawa (Yanbu) | 2024-04-19–11-08 | 18%published point count | 22jn=135 | 18an=138 | — | — | 22g,fn=140 | 24e,fn=140 | 31h,i,kn=138 | 26 ± 6.6 | 22–31 |
| Chicken Wreck (Jeddah) | 2024-08-02–17 | 17%published point count | 10jn=171 | 17an=251 | 16bn=125 | 27dn=126 | 15g,fn=210 | 16e,fn=210 | 24h,in=153 | 21 ± 9.2 | 10–27 |
| Drogon Corals (Jeddah) | 2024-08-02 | 14%published point count | 10jn=65 | 14an=67 | too few photos (n=1)b,c | too few photos (n=1)d,c | 12g,fn=66 | 12e,fn=66 | 22h,in=66 | 16 ± 8.1 | 10–22 |
| Anderson's Reef-I (Jeddah) | 2024-08-03 | 23%published point count | 20jn=146 | 23an=146 | too few photos (n=1)b,c | too few photos (n=1)d,c | 22g,fn=147 | 24e,fn=147 | 29h,in=147 | 25 ± 6.6 | 20–29 |
| Anderson's Reef-II (Jeddah) | 2024-08-03 | 21%published point count | 19jn=175 | 21an=174 | too few photos (n=3)b,c | too few photos (n=3)d,c | 18g,fn=174 | 19e,fn=174 | 25h,in=174 | 22 ± 4.1 | 19–25 |
| Coral Gardens (Jeddah) | 2024-08-10–17 | 28%published point count | 25jn=271 | 28an=300 | 29bn=156 | 44dn=156 | 19g,fn=254 | 21e,fn=254 | 29h,in=254 | 33 ± 10.1 | 25–44 |
| north Rabigh (shore) (Rabigh) | 2024-08-16 | 24%published point count | 23jn=158 | 24an=173 | 23bn=175 | 57dn=175 | 15g,fn=122 | 16e,fn=122 | 30h,in=122 | 36 ± 17.8 | 23–57 |
| unnamed site 1 (Al Qunfudah) | 2024-08-30 | 16%published point count | 18jn=123 | 16an=130 | — | — | 18g,fn=119 | 19e,fn=119 | 31h,in=119 | 24 ± 9.7 | 18–31 |
| unnamed site 2 (Al Qunfudah) | 2024-08-30 | 17%published point count | 11jn=86 | 17an=80 | — | — | 13g,fn=70 | 15e,fn=70 | 24h,in=70 | 18 ± 9.3 | 11–24 |
| Shark Reef (Thuwal) | 2024-08-31–09-14 | 16%published point count | 14jn=351 | 16an=421 | — | — | 12g,fn=334 | 13e,fn=334 | 22h,i,kn=330 | 18 ± 5.8 | 14–22 |
| Bhadur Reef (Jeddah) | 2024-09-07 | 21%published point count | 18jn=174 | 21an=222 | — | — | 17g,fn=168 | 17e,fn=168 | 27h,i,kn=167 | 23 ± 6.3 | 18–27 |
| All sites (unweighted mean) | — | 19 | 19 | — | — | 18 | 19 | 26 | 22 ± 5.5 | 19–26 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Gold standard = each site's own published CoralNet point count (Environments 12:248, Appendix A; most frames annotated by CoralNet's AI, trained and checked by the author). 159 photos manually scored (via CoralNet) for the benchmark. CoralSCOP ran on both edited and unedited photos (separate columns).
| Site | Date | Headline (site page) | Claude | Gold standard | Benchmark subset (manual CoralNet; not the gold standard) | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP unedited | CoralSCOP edited | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Marsa Nakari-North (Marsa Nakari) | 2024-09-20 | 23%published point count | 23fn=172 | 23an=195 | — | — | too few photos (n=9)b,c,l | 17i,cn=186 | 28d,en=205 | 29d,kn=188 | 27 ± 3.5 | 23–29 |
| Nakari House Reef-South (Marsa Nakari) | 2024-09-20 | 25%published point count | 24fn=103 | 25an=102 | 23gn=30 | 46hn=30 | 10b,cn=45 | 18i,cn=108 | 26d,en=119 | 28d,k,jn=107 | 31 ± 10.2 | 24–46 |
| Habili El Ghadeer (Marsa Nakari) | 2024-09-21 | 13%published point count | 16fn=147 | 13an=161 | — | — | too few photos (n=9)b,c,l | 15i,cn=148 | 24d,en=168 | 24d,kn=148 | 21 ± 4.3 | 16–24 |
| Om Halhala (Marsa Nakari) | 2024-09-21 | 24%published point count | 29fn=206 | 24an=216 | — | — | 13b,cn=12 | 19i,cn=206 | 30d,en=221 | 30d,k,jn=200 | 30 ± 0.7 | 29–30 |
| Gazella Reef (Wadi Lahami) | 2024-09-22 | 17%published point count | 18fn=204 | 17an=214 | 23gn=30 | 46hn=30 | 12b,cn=36 | 11i,cn=205 | 22d,e,jn=222 | 22d,kn=208 | 27 ± 13.0 | 18–46 |
| Habili Daisy (Wadi Lahami) | 2024-09-22 | 23%published point count | 18fn=50 | 23an=52 | — | — | 12b,cn=58 | too few photos (n=8)i,c,l | 24d,en=58 | too few photos (n=8)d,k,l | 21 ± 4.0 | 18–24 |
| Shabrour-north (Wadi Lahami) | 2024-09-22 | 24%published point count | 21fn=92 | 24an=100 | 24gn=99 | 45hn=99 | 16b,cn=101 | 18i,cn=94 | 28d,en=108 | 30d,k,jn=74 | 31 ± 10.1 | 21–45 |
| Shabrour-south (Wadi Lahami) | 2024-09-22–23 | 25%published point count | 24fn=221 | 25an=223 | — | — | 11b,cn=38 | 19i,cn=128 | 27d,e,jn=241 | 29d,kn=129 | 27 ± 2.7 | 24–29 |
| Abu Galawa-small (Wadi Lahami) | 2024-09-23 | 21%published point count | 26fn=188 | 21an=192 | — | — | 15b,cn=203 | — | 23d,en=203 | — | 24 ± 1.9 | 23–26 |
| Habili Gazella (Wadi Lahami) | 2024-09-23 | 18%published point count | 19fn=176 | 18an=181 | — | — | 11b,cn=191 | — | 22d,e,jn=190 | — | 21 ± 1.8 | 19–22 |
| Salah (Wadi Lahami) | 2024-09-23 | 28%published point count | 28fn=212 | 28an=218 | — | — | 19b,cn=231 | — | 29d,en=231 | — | 29 ± 0.6 | 28–29 |
| All sites (unweighted mean) | — | 22 | 22 | — | — | — | — | 26 | — | 24 ± 2.4 | 22–26 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | CoralSCOP unedited | CoralSCOP edited | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|
| Dilmunia Rock (Bahrain) | 2023-09-23 | 0.5%*Claude | 0.5a,cn=10 | — | 5.0a,bn=10 | 2.8 ± 3.2 | 0.5–5.0 |
| Artificial Reef (Bahrain) | 2023-09-23 | 0.9%*Claude | 0.9a,cn=16 | — | 40a,bn=16 | 21 ± 27.8 | 0.9–40 |
| Hayr Bul Thamah (Bahrain) | 2024-08-23 | 9.9%Claude | 9.9a,cn=72 | — | — | — | — |
| Al-Boom Wreck (Bahrain) | 2024-08-23 | 0.0%Claude | 0.0a,cn=31 | 9.7a,b,dn=31 | — | 4.9 ± 6.9 | 0.0–9.7 |
| All sites (unweighted mean) | — | 2.8 | — | — | — | — |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Gold standard = published values (Platax 2025, Table 1) from 660 CoralNet-annotated photos. CoralSCOP ran on both edited and unedited photos (separate columns).
| Site | Date | Headline (site page) | Claude | Gold standard | CoralNet | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP unedited | CoralSCOP edited | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cave Site | 2024-05-20 | 51%published point count | 70hn=15 | 51a,i,jn=170 | 49c,jn=106 | 31dn=151 | 50en=171 | 50en=171 | 49gn=149 | 51gn=149 | 50 ± 13.7 | 31–70 |
| Novice Bay | 2024-05-20 | 39%published point count | 42hn=15 | 39an=135 | —c,l | 23dn=120 | 47en=135 | 48en=135 | 46g,mn=111 | 47g,mn=111 | 40 ± 11.3 | 23–47 |
| Cat Island | 2024-05-21 | 25%published point count | 36hn=15 | 25a,bn=81 | 25c,bn=81 | 25dn=71 | 34e,fn=80 | 34e,fn=80 | 33gn=70 | 36gn=70 | 33 ± 5.4 | 25–36 |
| Jissah Point | 2024-05-21 | 33%published point count | 26hn=15 | 33a,bn=61 | 33c,bn=61 | 16dn=54 | 32en=61 | 32en=61 | 35gn=54 | 38gn=54 | 29 ± 9.9 | 16–38 |
| Daymaniyat 1 | 2024-05-25 | 42%published point count | 51hn=15 | 42a,bn=79 | 42c,bn=79 | 34dn=56 | 27en=79 | 30en=79 | 23gn=56 | 25gn=56 | 33 ± 12.9 | 23–51 |
| Daymaniyat 2 | 2024-05-25 | 38%published point count | 49hn=15 | 38a,bn=106 | 38c,bn=106 | 47dn=84 | 40en=106 | 37en=106 | 42gn=81 | 50gn=81 | 47 ± 3.7 | 42–50 |
| Daymaniyat 3 | 2024-05-25 | 33%published point count | 34hn=13 | 33a,k,bn=28 | 33c,bn=28 | 34dn=18 | 20en=28 | 27en=28 | 18gn=19 | 13gn=19 | 25 ± 10.9 | 13–34 |
| All sites (unweighted mean) | — | 44 | 37 | — | 30 | 36 | 37 | 35 | 37 | 37 ± 5.8 | 30–44 |
Gold standard = published values (Environments 12:276, Appendix A) from 2,300 CoralNet-annotated photos. 703 photos also manually scored (via CoralNet).
| Site | Date | Headline (site page) | Claude | Gold standard | Manually annotated in CoralNet | CoralNet | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Sandy Patch/Point (Mombasa) | 2024-03-11 | 29%manual | too few photos (n=8)k,c | 29an=117 | too few photos (n=8)b,c | 29d,en=117 | 40fn=117 | 38g,hn=117 | 37g,hn=117 | 26i,jn=110 | 33 ± 10.0 | 26–40 |
| Brain Coral (Mombasa) | 2024-03-11 | 27%manual | —l | 27an=136 | — | 27d,en=136 | 43fn=137 | 38g,hn=137 | 39g,hn=137 | 24i,jn=125 | 33 ± 13.4 | 24–43 |
| MMP snorkel site (Mombasa) | 2024-03-14 | 40%manual | —l | 40an=54 | — | 40d,en=54 | 54fn=54 | 33g,hn=54 | 36g,hn=54 | 23i,jn=41 | 39 ± 21.8 | 23–54 |
| Diani Beach (Diani) | 2024-03-16 | 35%manual | —l | 35an=50 | — | 34d,en=50 | 39fn=53 | 30g,hn=53 | 30g,hn=53 | 22i,jn=35 | 30 ± 11.6 | 22–39 |
| Reefolution nursery (Shimoni-Wasini) | 2024-03-20 | 40%manual | —l | 40an=258 | — | 40d,en=258 | 44fn=264 | 32g,hn=264 | 33g,hn=264 | 16i,jn=141 | 30 ± 19.4 | 16–44 |
| Coral Garden (Kisite National Park) | 2024-03-21 | 55%manual | 44kn=27 | 55an=178 | 51bn=27 | 46d,en=178 | 46fn=179 | 44g,hn=179 | 44g,hn=179 | 21i,jn=150 | 37 ± 13.9 | 21–46 |
| Outer Kisite (Kisite National Park) | 2024-03-21 | 37%manual | —l | 37an=85 | — | 36d,en=83 | 43fn=83 | 45g,hn=83 | 44g,hn=83 | 17i,jn=68 | 30 ± 17.9 | 17–43 |
| Dolphin Point (Kisite National Park) | 2024-03-21 | 40%manual | —l | 40an=108 | — | 40d,en=108 | 42fn=108 | 35g,hn=108 | 34g,hn=108 | 27i,jn=96 | 35 ± 10.9 | 27–42 |
| Kisite National Park-site 4 (Kisite National Park) | 2024-03-21 | 46%manual | —l | 46an=71 | — | 46d,en=71 | 36fn=71 | 33g,hn=71 | 34g,hn=71 | 18i,jn=50 | 27 ± 12.9 | 18–36 |
| Lower Mpunguti-site 1 (Kisite National Park) | 2024-03-21 | 18%manual | too few photos (n=1)k,c | 18an=36 | too few photos (n=1)b,c | 17d,en=36 | 37fn=36 | 17g,hn=36 | 16g,hn=36 | 21i,jn=27 | 29 ± 11.9 | 21–37 |
| Lower Mpunguti-site 2 (Kisite National Park) | 2024-03-21 | 34%manual | —l | 34an=27 | — | 34d,en=27 | 43fn=27 | 19g,hn=27 | 17g,hn=27 | 17i,jn=27 | 30 ± 18.2 | 17–43 |
| Kilifi Bay (Kilifi) | 2024-03-26 | 25%manual | —l | 25an=134 | — | 26d,en=134 | 31fn=136 | 22g,hn=136 | 21g,hn=136 | 19i,jn=123 | 25 ± 9.1 | 19–31 |
| Bofa (Kilifi) | 2024-03-26 | 32%manual | —l | 32an=97 | — | 34d,en=97 | 48fn=104 | 29g,hn=104 | 30g,hn=104 | 27i,jn=87 | 37 ± 14.8 | 27–48 |
| Round Reef (Watamu) | 2024-03-27 | 18%manual | 13kn=175 | 18an=175 | 16bn=175 | 14d,en=175 | 28fn=175 | 12g,hn=175 | 14g,hn=175 | 16i,jn=16 | 19 ± 7.9 | 13–28 |
| Uyombo (Watamu) | 2024-03-28 | 25%manual | 23kn=374 | 25an=375 | 23bn=374 | 25d,en=375 | 37fn=374 | 19g,hn=374 | 22g,hn=374 | 29i,jn=24 | 30 ± 6.9 | 23–37 |
| North Canyon (Watamu) | 2024-03-29 | 22%manual | —l | 22an=83 | — | 22d,en=83 | 20fn=82 | 15g,hn=82 | 15g,hn=82 | 19i,jn=79 | 20 ± 0.8 | 19–20 |
| Trumpet Area (Watamu) | 2024-03-29 | 21%manual | —l | 21an=193 | — | 21d,en=193 | 35fn=193 | 21g,hn=193 | 22g,hn=193 | 21i,jn=176 | 28 ± 10.3 | 21–35 |
| Chipopo (Pate (Lamu)) | 2024-04-03 | 13%manual | 7.3kn=40 | 13an=40 | 8.6bn=40 | 17d,en=40 | 22fn=40 | 6.5g,hn=40 | 7.3g,hn=40 | 12i,jn=35 | 14 ± 7.3 | 7.3–22 |
| Pilot Nursery (Pate (Lamu)) | 2024-04-03 | 14%manual | 14kn=21 | 14an=21 | 12bn=21 | 19d,en=21 | 33fn=21 | 16g,hn=21 | 18g,hn=21 | 11i,jn=16 | 19 ± 11.6 | 11–33 |
| Ocean Trust Nursery (Pate (Lamu)) | 2024-04-03 | 29%manual | 23kn=57 | 29an=62 | 23bn=57 | 28d,en=62 | 40fn=63 | 20g,hn=63 | 18g,hn=63 | 11i,jn=41 | 25 ± 14.8 | 11–40 |
| All sites (unweighted mean) | — | — | 30 | — | 30 | 38 | 26 | 27 | 20 | 29 ± 12.9 | 20–38 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|
| Raiketa | 2024-01-29 | 46%Claude | 46a,dn=200 | 40a,bn=200 | 44a,cn=200 | 44 ± 3.3 | 40–46 |
| Inner Reef | 2024-01-30 | 45%Claude | 45a,dn=193 | 38a,bn=193 | 53a,cn=193 | 45 ± 7.1 | 38–53 |
| Haruine | 2024-01-30 | 41%Claude | 41a,dn=183 | 36a,bn=183 | 39a,cn=183 | 38 ± 2.8 | 36–41 |
| Biqueli Wall | 2024-01-30 | 27%Claude | 27a,dn=147 | 30a,bn=147 | 38a,cn=147 | 32 ± 5.7 | 27–38 |
| Compass Reef | 2024-01-31–02-01 | 38%Claude | 38a,dn=99 | 31a,bn=99 | 49a,cn=99 | 39 ± 9.3 | 31–49 |
| Cabbage Patch | 2024-01-31 | 37%Claude | 37a,dn=115 | 31a,bn=115 | 38a,cn=115 | 35 ± 3.9 | 31–38 |
| Pinnacle | 2024-01-31 | 20%Claude | 20a,dn=53 | 26a,bn=53 | 39a,cn=53 | 28 ± 9.6 | 20–39 |
| All sites (unweighted mean) | — | 36 | 33 | 43 | 37 ± 4.9 | 33–43 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|
| King Reef (New Providence, west end) | 2022-10-13 | 9.1%Claude | 9.1a,cn=60 | 15a,bn=60 | 12 ± 4.5 | 9.1–15 |
| Goulding Cay (New Providence) | 2022-10-13 | 7.9%Claude | 7.9a,cn=117 | 20a,bn=117 | 14 ± 8.2 | 7.9–20 |
| All sites (unweighted mean) | — | 8.5 | 17 | 13 ± 6.3 | 8.5–17 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | CoralSCOP |
|---|---|---|---|---|
| Eel Garden† | 2022-07-31 | 20%Claude | 20c,d,en=21 | 37a,b |
| Shark Hotel | 2022-07-31 | 15%Claude | 15c,dn=44 | 19a,b |
| The Amphitheatre | 2022-08-01 | 12%Claude | 12c,dn=55 | 24a,b |
| Thunderdome | 2022-08-01 | 8.6%Claude | 8.6c,dn=54 | 17a,bn=68 |
| Brandywine | 2022-08-02 | 11%Claude | 11c,dn=94 | 20a,b |
| Coral Stairway | 2022-08-02 | 14%Claude | 14c,dn=150 | 24a,b |
| G Spot | 2022-08-03 | 4.6%Claude | 4.6c,dn=47 | 16a,b |
| Rock and Roll | 2022-08-03 | 5.9%Claude | 5.9c,dn=90 | 19a,b |
| Boat Cove | 2022-08-04 | 11%Claude | 11c,dn=74 | 25a,b |
| Spanish Anchor | 2022-08-04 | 8.1%Claude | 8.1c,dn=88 | 20a,b |
| The Gully | 2022-08-05 | 7.1%Claude | 7.1c,dn=74 | 18a,b |
| All sites (unweighted mean) | — | 11 | 22 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | CoralSCOP unedited | CoralSCOP edited |
|---|---|---|---|---|---|---|
| Champagne Reef | 2022-06-22 | 29%Claude | 29dn=153 | —a | 33bn=191 | 33b,c |
| Coral Gardens | 2022-06-22 | 11%Claude | 11dn=145 | —a | —e | 27b,c |
| Scott's Head Pinnacle | 2022-06-22 | 15%Claude | 15dn=192 | 26f | —e | 45b,c |
| Toucari Bay | 2022-07-03 | 28%Claude | 28dn=42 | —a | —e | 33b,gn=42 |
| All sites (unweighted mean) | — | 21 | — | — | 34 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | CoralSCOP |
|---|---|---|---|---|
| Anse Chastanet | 2022-06-25 | — | 7.8a,bn=36 | — |
| Soufriere Pinnacles | 2022-06-26 | 11%Claude | 11an=129 | 30c,dn=136 |
| Superman's Flight | 2022-06-26 | 9.0%Claude | 9.0an=106 | 31c,dn=110 |
| Pigeon Island | 2022-06-30 | 12%Claude | 12an=41 | 28c,dn=42 |
| All sites (unweighted mean) | — | 11 | 30 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Agency survey column = each site's headline: NOAA NCRMP ReefBudget 2024 at Bird Key Reef (6 fixed transects), FWC DTCREMP 2021 permanent stations elsewhere. Claude and CoralSCOP ran on the author's June 2021 photos (comparison only).
| Site | Date | Headline (site page) | Claude | Agency survey (headline) | CoralSCOP unedited | CoralSCOP edited |
|---|---|---|---|---|---|---|
| Bird Key Reef, Dry Tortugas | 2021-06-25–28 | 5.1%transect | 28e,fn=123 | 5.1an=6 | —b | 42c,dn=114 |
| White Shoal, Dry Tortugas | 2021-06-26 | 3.3%transect | 26e,fn=55 | 3.3an=4 | 22c,dn=35 | —g |
| Black Coral Rock, Dry Tortugas | 2021-06-28 | 12%transect | 18e,fn=25 | 12an=4 | 35c,dn=15 | —g |
| Texas Reef, Dry Tortugas | 2021-06-28 | 6.8%transect | 21e,fn=26 | 6.8an=4 | —b | 39c,hn=26 |
| All sites (unweighted mean) | — | 23 | 6.9 | — | — |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | CoralSCOP |
|---|---|---|---|---|
| Close Encounters | 2020-01-18 | 19%Claude | 19cn=64 | 37a,bn=62 |
| G Spot | 2020-01-18 | 29%Claude | 29cn=88 | 31a,bn=85 |
| All sites (unweighted mean) | — | 24 | 34 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | CoralSCOP |
|---|---|---|---|---|
| Mayreau Gardens (CO2 vent site) | 2019-09-26–10-01 | 23%Claude | 23a,dn=66 | 38a,b,cn=66 |
| Mayreau Gardens | 2019-09-26–30 | 7.0%Claude | 7.0a,dn=33 | 21a,b,cn=33 |
| Mayreau Gardens (second vent) | 2019-09-26 | 30%Claude | 30a,dn=21 | 39a,b,cn=21 |
| Mayreau Shipwreck | 2019-10-01 | 4.9%Claude | 4.9a,dn=28 | 18a,b,cn=28 |
| All sites (unweighted mean) | — | 16 | 29 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Agency survey column = NOAA FGBNMS 2024 East Flower Garden Bank study-site transects, the site headline. Claude and CoralSCOP ran on the author's June 2019 photos (comparison only).
| Site | Date | Headline (site page) | Claude | Agency survey (headline) | CoralSCOP |
|---|---|---|---|---|---|
| East Flower Garden Bank, Buoy 3 | 2019-06-03–04 | 50%transect | 51d,en=148 | 50an=16 | 58b,cn=148 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|
| Siaba Besar | 2019-01-19–26 | 53%Claude | 53a,en=121 | 32a,bn=121 | 64a,cn=121 | 66a,cn=121 | 42a,dn=121 | 42 ± 10.7 | 32–53 |
| Mawan | 2019-01-19–26 | 14%Claude | 14a,en=150 | 20a,bn=150 | 49a,cn=148 | 53a,cn=149 | 30a,dn=148 | 21 ± 7.9 | 14–30 |
| Siaba Kecil | 2019-01-19–26 | 25%Claude | 25a,en=72 | 30a,bn=72 | 64a,cn=72 | 64a,cn=72 | 39a,dn=72 | 32 ± 7.1 | 25–39 |
| Hot Rocks (Sangeang) | 2019-01-20 | 9.1%Claude | 9.1a,en=120 | 26a,bn=120 | 57a,cn=120 | 54a,cn=120 | 38a,dn=120 | 24 ± 14.6 | 9.1–38 |
| Deep Purple | 2019-01-20 | 26%Claude | 26a,en=60 | 30a,bn=60 | 58a,cn=60 | 55a,cn=60 | 39a,dn=60 | 32 ± 6.8 | 26–39 |
| The Cauldron / Shotgun | 2019-01-21 | 26%Claude | 26a,en=62 | 21a,bn=62 | 51a,cn=62 | 51a,cn=62 | 34a,dn=62 | 27 ± 6.4 | 21–34 |
| Tatawa Besar | 2019-01-22–27 | 22%Claude | 22a,en=155 | 24a,bn=155 | 53a,cn=155 | 55a,cn=155 | 34a,dn=155 | 27 ± 6.6 | 22–34 |
| Makassar Reef / Manta Point | 2019-01-22 | 3.3%Claude | 3.3a,en=59 | 10a,bn=59 | 33a,cn=52 | 31a,cn=48 | 9.1a,dn=57 | 7.5 ± 3.7 | 3.3–10 |
| Bonsai Rock | 2019-01-22 | 18%Claude | 18a,en=66 | 27a,bn=66 | 52a,cn=66 | 53a,cn=66 | 38a,dn=66 | 27 ± 10.1 | 18–38 |
| Padar Island (Padar Kecil) | 2019-01-23 | 8.1%Claude | 8.1a,en=56 | 24a,bn=56 | 51a,cn=56 | 51a,cn=56 | 46a,dn=56 | 26 ± 18.9 | 8.1–46 |
| Secret Garden | 2019-01-23 | 13%Claude | 13a,en=39 | 25a,bn=39 | 51a,cn=39 | 55a,cn=39 | 38a,dn=39 | 25 ± 12.6 | 13–38 |
| Three Sisters (Tiga Dara) | 2019-01-23 | 8.3%Claude | 8.3a,en=34 | 20a,bn=34 | 29a,cn=34 | 30a,cn=34 | 28a,dn=34 | 19 ± 10.1 | 8.3–28 |
| Pink Beach (Pantai Merah) | 2019-01-24 | 25%Claude | 25a,en=71 | 30a,bn=71 | 66a,cn=71 | 67a,cn=71 | 37a,dn=71 | 31 ± 6.3 | 25–37 |
| Loh Sera | 2019-01-24 | 30%Claude | 30a,en=118 | 35a,bn=118 | 73a,cn=118 | 73a,cn=118 | 46a,dn=117 | 37 ± 8.1 | 30–46 |
| Pengah Kecil | 2019-01-25 | 30%Claude | 30a,en=37 | 31a,bn=37 | 62a,cn=37 | 60a,cn=37 | 36a,dn=37 | 32 ± 3.5 | 30–36 |
| Police Corner | 2019-01-25 | 22%Claude | 22a,en=78 | 30a,bn=78 | 65a,cn=78 | 68a,cn=78 | 52a,dn=78 | 34 ± 15.6 | 22–52 |
| Tatawa Kecil | 2019-01-27 | 32%Claude | 32a,en=83 | 29a,bn=83 | 57a,cn=83 | 57a,cn=83 | 38a,dn=83 | 33 ± 4.6 | 29–38 |
| All sites (unweighted mean) | — | 21 | 26 | 55 | 55 | 37 | 28 ± 7.8 | 21–37 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|
| Seruanus (Triton Bay) | 2018-10-14 | 9.1%Claude | 9.1a,en=66 | 19a,bn=66 | 44a,cn=66 | 42a,cn=66 | 31a,dn=66 | 19 ± 10.8 | 9.1–31 |
| Little Komodo (Triton Bay) | 2018-10-14 | 12%Claude | 12a,en=73 | 23a,bn=75 | 44a,cn=73 | 45a,cn=72 | 31a,dn=75 | 22 ± 9.8 | 12–31 |
| Last Frontier (Triton Bay) | 2018-10-15 | 7.8%*Claude | 7.8a,en=14 | 10a,bn=15 | 17a,cn=14 | 15a,cn=14 | 16a,dn=15 | 11 ± 4.2 | 7.8–16 |
| Bo Rainbow (Triton Bay) | 2018-10-15 | 13%Claude | 13a,en=47 | 22a,bn=47 | 60a,cn=47 | 62a,cn=47 | 42a,dn=47 | 26 ± 15.0 | 13–42 |
| Karang Paradise | 2018-10-16 | 44%Claude | 44a,en=132 | 29a,bn=136 | 66a,cn=127 | 68a,cn=127 | 31a,dn=134 | 35 ± 8.4 | 29–44 |
| Pulau Koon dive 2 | 2018-10-17 | 25%Claude | 25a,en=52 | 19a,bn=53 | 49a,cn=51 | 47a,cn=51 | 33a,dn=53 | 26 ± 6.6 | 19–33 |
| Pulau Koon dive 3 | 2018-10-17 | 30%Claude | 30a,en=98 | 31a,bn=98 | 75a,cn=98 | 76a,cn=98 | 46a,dn=98 | 36 ± 9.3 | 30–46 |
| Shadow Reef | 2018-10-18–20 | 17%Claude | 17a,en=85 | 18a,bn=107 | 44a,cn=83 | 47a,cn=81 | 18a,dn=106 | 18 ± 0.7 | 17–18 |
| Nudi Rock | 2018-10-19 | 30%Claude | 30a,en=97 | 26a,bn=100 | 61a,cn=98 | 62a,cn=98 | 32a,dn=100 | 29 ± 3.3 | 26–32 |
| Little Juliet | 2018-10-19 | 26%*Claude | 26a,en=13 | 24a,bn=13 | 48a,cn=12 | 51a,cn=12 | 28a,dn=13 | 26 ± 2.0 | 24–28 |
| Anchovy | 2018-10-20 | 32%Claude | 32a,en=64 | 26a,bn=64 | 55a,cn=64 | 55a,cn=64 | 38a,dn=64 | 32 ± 6.1 | 26–38 |
| Two Tree Island | 2018-10-20 | 7.2%Claude | 7.2a,en=77 | 19a,bn=88 | 31a,cn=82 | 31a,cn=75 | 19a,dn=88 | 15 ± 6.6 | 7.2–19 |
| My Reef | 2018-10-21 | 33%Claude | 33a,en=54 | 32a,bn=54 | 55a,cn=54 | 52a,cn=54 | 39a,dn=54 | 35 ± 3.9 | 32–39 |
| Melissa's Garden (Fam/Penemu) | 2018-10-21 | 41%Claude | 41a,en=89 | 35a,bn=89 | 71a,cn=89 | 70a,cn=89 | 41a,dn=89 | 39 ± 3.3 | 35–41 |
| Blue Magic | 2018-10-22–23 | 11%Claude | 11a,en=40 | 19a,bn=42 | 29a,cn=40 | 36a,cn=40 | 27a,dn=42 | 19 ± 8.2 | 11–27 |
| Mioskon | 2018-10-22 | 12%Claude | 12a,en=47 | 24a,bn=47 | 43a,cn=47 | 45a,cn=47 | 33a,dn=47 | 23 ± 10.4 | 12–33 |
| All sites (unweighted mean) | — | 22 | 23 | 50 | 50 | 32 | 26 ± 5.2 | 22–32 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|
| Lighthouse | 2018-04-25–26 | 29%Claude | 29a,en=133 | 24a,bn=56 | 36a,cn=56 | 39a,cn=56 | 36a,dn=132 | 30 ± 6.3 | 24–36 |
| Lava Flow (Gunung Api) | 2018-04-25 | 55%Claude | 55a,en=190 | 35a,bn=190 | 76a,cn=190 | 76a,cn=190 | 37a,dn=189 | 42 ± 10.7 | 35–55 |
| Tanjung Pisang (Banana Island) | 2018-04-25 | 36%Claude | 36a,en=180 | 31a,bn=180 | 65a,cn=180 | 67a,cn=180 | 40a,dn=180 | 36 ± 4.5 | 31–40 |
| Airport (Banda Ara) | 2018-04-26 | 38%Claude | 38a,en=72 | 36a,bn=72 | 71a,cn=72 | 73a,cn=72 | 45a,dn=72 | 40 ± 5.0 | 36–45 |
| Goat Hall (Pulau Ai) | 2018-04-27 | 36%Claude | 36a,en=144 | 33a,bn=144 | 62a,cn=144 | 63a,cn=144 | 37a,dn=144 | 35 ± 2.4 | 33–37 |
| Shark Point (Pulau Ai) | 2018-04-27 | 33%Claude | 33a,en=88 | 30a,bn=88 | 66a,cn=88 | 64a,cn=88 | 34a,dn=88 | 33 ± 2.1 | 30–34 |
| Batu Kapal | 2018-04-28 | 16%Claude | 16a,en=78 | 24a,bn=78 | 41a,cn=78 | 43a,cn=78 | 26a,dn=78 | 22 ± 5.3 | 16–26 |
| All sites (unweighted mean) | — | 35 | 30 | 59 | 61 | 37 | 34 ± 3.2 | 30–37 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | CoralSCOP |
|---|---|---|---|---|---|
| Kurumba Faru (checkout dive) | 2017-05-13 | — | — | 15a | 22b,a |
| Back Faru | 2017-05-14–21 | 6.4%Claude | 6.4cn=74 | 14a | 15b,a |
| Bodu Hithi Thila | 2017-05-14–15 | 8.7%Claude | 8.7cn=30 | 15a | 16b,a |
| Feydoo Wall | 2017-05-15 | — | — | 24a | 21b,a |
| Georgia's Reef | 2017-05-15 | 22%Claude | 22cn=34 | 17a | 23b,a |
| Miyaro Faru | 2017-05-16 | 24%Claude | 24c,dn=20 | 17a | 23b,a |
| Vaadhoo Caves | 2017-05-16 | 4.7%*Claude | 4.7c,dn=18 | 7.3a | 15b,a |
| Veligandu | 2017-05-16 | 17%*Claude | 17c,dn=18 | 13a | 22b,a |
| Ghuli Faru | 2017-05-17 | 5.4%*Claude | 5.4c,dn=17 | 10a | 13b,a |
| Miyaru Bay | 2017-05-17–18 | 19%*Claude | 19c,dn=19 | 15a | 15b,a |
| Big Sand Bank | 2017-05-18 | 10%Claude | 10c,dn=21 | 16a | 20b,a |
| Kuda Giri Wreck | 2017-05-18–22 | 17%Claude | 17cn=56 | 18a | 21b,a |
| Hodeli Bodu Giri | 2017-05-19 | 34%Claude | 34cn=34 | 21a | 25b,a |
| Kandooma Thila | 2017-05-19–22 | 6.3%*Claude | 6.3c,dn=18 | 13a | 7.3b,a |
| Fish Tank | 2017-05-21 | — | — | 11a | 4.9b,a |
| Lankan Faru | 2017-05-21–22 | 13%Claude | 13c,dn=20 | 9.2a | 22b,a |
| Camel Point | 2017-05-23 | 21%Claude | 21cn=76 | 23a | 26b,a |
| Lohosfushi Corner | 2017-05-23 | 12%Claude | 12c,dn=24 | 14a | 16b,a |
| Dhidhoo Beyru | 2017-05-24 | 20%Claude | 20cn=42 | — | — |
| Dhigga Thila | 2017-05-24 | 8.4%Claude | 8.4c,dn=25 | 22a | 29b,a |
| Lux Beyru | 2017-05-24 | 21%Claude | 21c,dn=26 | — | — |
| Dhega Thila | 2017-05-25 | 20%Claude | 20cn=45 | 25a | 21b,a |
| Fesdhoo wreck | 2017-05-25 | 2.1%Claude | 2.1c,dn=20 | 15a | 14b,a |
| Moofushi Kandu | 2017-05-25 | 7.4%Claude | 7.4c,dn=24 | 21a | 11b,a |
| Fish House (Fish Head) | 2017-05-26 | 3.0%Claude | 3.0c,dn=23 | 12a | 6.3b,a |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | CoralSCOP |
|---|---|---|---|---|
| Between Pink Beach and White Slave | 2017-02-20 | 8.6%Claude | 8.6cn=34 | 22a,bn=38 |
| The Cliff | 2017-02-20 | 31%Claude | 31cn=58 | 28a,bn=61 |
| Karpata | 2017-02-21 | 36%Claude | 36cn=41 | 32a,bn=49 |
| Oil Slick Leap | 2017-02-21 | 26%Claude | 26c,dn=29 | 28a,bn=33 |
| Vista Blue | 2017-02-21 | 11%Claude | 11cn=60 | 30a,bn=68 |
| Alice in Wonderland | 2017-02-22 | 19%Claude | 19cn=49 | 20a,bn=53 |
| La Dania's Leap | 2017-02-22 | 25%Claude | 25cn=56 | 27a,bn=67 |
| The Chairs | 2017-02-22 | 22%Claude | 22cn=53 | 28a,bn=51 |
| Chogogo | 2017-02-24 | 10%Claude | 10c,dn=24 | 24a,bn=32 |
| Hilma Hooker | 2017-02-24 | 19%Claude | 19cn=31 | 19a,bn=53 |
| Wayaka II | 2017-02-24 | 24%Claude | 24cn=52 | 24a,bn=58 |
| Weber's Joy | 2017-02-24 | 21%Claude | 21cn=39 | 25a,bn=46 |
| All sites (unweighted mean) | — | 21 | 26 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | Coralscapes v2 | CoralSCOP |
|---|---|---|---|---|---|---|
| Alberguin wreck | 2017-01-20 | 20%Claude | 20a,fn=32 | 20a,bn=23 | 34a,cn=32 | 31a,d,en=32 |
| Reef 1 (bay snorkel) | 2017-01-20 | 29%*Claude | 29a,fn=10 | too few photos (n=8)a,b,h | 33a,cn=10 | 47a,d,en=10 |
| island-hopping stop 1 (San Miguel area) | 2017-01-21 | 67%Claude | 67a,fn=41 | 40a,bn=37 | 91a,cn=41 | 40a,d,en=41 |
| island-hopping stop 2 | 2017-01-21 | 39%Claude | 39a,fn=20 | 31a,bn=20 | 60a,cn=20 | 43a,dn=20 |
| Nat Nat (Bacuit Archipelago) | 2017-01-24 | 14%*Claude | 14a,fn=13 | 20a,bn=12 | 21a,cn=12 | 32a,d,en=13 |
| Abdens (Bacuit Archipelago) | 2017-01-24 | 42%Claude | 42a,fn=20 | 23a,bn=20 | 67a,cn=20 | 34a,dn=20 |
| Paglugaban Rocks (Bacuit Archipelago) | 2017-01-24 | 34%Claude | 34a,fn=98 | 27a,bn=98 | 55a,cn=98 | 31a,dn=98 |
| Taiei Maru (wreck), Busuanga | 2017-01-27 | — | 3.4a,f,gn=14 | 12a,bn=14 | 12a,cn=14 | 20a,dn=14 |
| Coral Gardens, Busuanga | 2017-01-27 | 41%Claude | 41a,fn=25 | 35a,bn=25 | 67a,cn=25 | 26a,dn=25 |
| Twin Lagoon (island-hopping snorkel) | 2017-01-28 | 8.4%*Claude | 8.4a,fn=13 | 15a,bn=13 | 20a,cn=13 | 19a,dn=13 |
| All sites (unweighted mean) | — | 33 | — | 50 | 34 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | DINOv3 | Coralscapes v2 | CoralSCOP unedited | CoralSCOP edited |
|---|---|---|---|---|---|---|---|
| Ligpo Island | 2016-09-30 | 13%Claude | 13a,en=80 | 21a,bn=74 | 61a,cn=80 | — | 33a,dn=74 |
| Dive and Trek | 2016-09-30 | 24%Claude | 24a,en=73 | 27a,bn=65 | 40a,cn=73 | — | 34a,dn=65 |
| Monte Carlo Hotel | 2016-09-30 | 29%Claude | 29a,en=57 | 24a,bn=52 | 34a,cn=57 | — | 20a,d,fn=57 |
| Kirby's Rock | 2016-10-01 | 8.6%Claude | 8.6a,en=39 | 22a,bn=37 | 40a,cn=39 | — | 27a,d,fn=39 |
| Beatriz Island (Beatrice Rock)† | 2016-10-01 | 4.6%Claude | 4.6a,en=65 | 17a,bn=63 | 48a,cn=65 | 19a,d,fn=65 | — |
| Sombrero Island† | 2016-10-01 | 17%Claude | 17a,en=43 | 24a,bn=37 | 46a,cn=43 | 27a,d,fn=43 | — |
| All sites (unweighted mean) | — | 16 | 23 | 45 | — | — |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.No gold standard.
| Site | Date | Headline (site page) | Claude | CoralSCOP unedited | CoralSCOP edited |
|---|---|---|---|---|---|
| Site 13† | 2016-04-04 | 54%Claude | 54cn=37 | 35a,bn=37 | — |
| Site 6 (branching)† | 2016-04-05 | 57%Claude | 57cn=115 | —d | 39a,en=88 |
| Site 7 (branching)† | 2016-04-05 | 30%*Claude | 30c,fn=16 | 25a,bn=16 | — |
| All sites (unweighted mean) | — | 47 | — | — |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Transect column = the author's July 2016 PIT transects (after the 2016 bleaching), the headline at the seven transect sites. Elsewhere the headline is Claude or an earlier computer-vision value.
| Site | Date | Headline (site page) | Claude | Transect survey (headline) | DINOv3 | CoralSCOP |
|---|---|---|---|---|---|---|
| Little Sandy Bank | 2016-01-14–19 | 31%transect | 21d,hn=49 | 31gn=10 | 23b | 17c,b |
| Raaeundi Reef | 2016-01-15 | 8.0%transect | — | 8.0gn=5 | 24b | 19c,b |
| Veli | 2016-01-16 | fore reef 16% · lagoon 5.3%transect | 44d,hn=12 | 16gn=8 | 31b | 39c,b |
| Stage | 2016-01-17 | 28%transect | — | 28gn=20 | 23b | 38c,b |
| Anantara Dhigu house reef | 2016-01-18 | 22%Claude | 22dn=44 | —a | 24b | 38c,b |
| Maafushi | 2016-01-18 | 16%transect | — | 16gn=6 | 21b | 40c,b |
| Gaagandufaruhuraa | 2016-01-21 | 38%transect | — | 38gn=17 | —e | 45cn=19 |
| Anantara Kihavah house reef & Golden Wall | 2016-01-22–25 | 17%CV mean | — | —a | 15b | 19c,b |
| Kashidhoo Faru | 2016-01-22 | 27%transect | — | 27gn=13 | —e | 26cn=19 |
| Baa Atoll site 8 | 2016-01-23 | 45%Claude | 45dn=49 | —a | —e | —e |
| Baa Atoll site 9 | 2016-01-24 | 39%Claude | 39d,fn=20 | —a | —e | —e |
| Four Seasons Landaa Giraavaru | 2016-01-24 | 62%Claude | 62dn=38 | —a | 30b | 45c,b |
| Baa Atoll site 10 | 2016-01-25 | 37%*Claude | 37d,fn=18 | —a | —e | —e |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Gold standard = LOF diver transects (no photos). 480 photos manually scored (via CoralNet).
| Site | Date | Headline (site page) | Claude | Gold standard | Manually annotated in CoralNet | CoralNet | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BIPB60 | 2015-04-14 | 42%transect | 30a,in=38 | 42a,b | 39a,cn=38 | — | 33a,fn=38 | 55a,gn=38 | 57a,gn=38 | 42a,hn=38 | 35 ± 6.3 | 30–42 |
| BIPB61 | 2015-04-14 | 20%transect | 17a,in=14 | 20a,b | 18a,cn=14 | — | 22a,fn=14 | 41a,gn=14 | 43a,gn=14 | 32a,hn=14 | 24 ± 7.9 | 17–32 |
| BIPB62 | 2015-04-14 | 59%transect | 34a,in=19 | 59a,b | 48a,cn=19 | — | 35a,fn=19 | 58a,gn=18 | 58a,gn=18 | 32a,hn=19 | 33 ± 1.8 | 32–35 |
| BIPB63 | 2015-04-15 | 56%transect | 35a,in=29 | 56a,b | 47a,cn=29 | — | 33a,fn=29 | 66a,gn=29 | 67a,gn=29 | 38a,hn=29 | 36 ± 2.6 | 33–38 |
| BIPB64 | 2015-04-15 | 33%transect | 23a,in=21 | 33a,b | 23a,cn=21 | — | 26a,fn=21 | 34a,gn=21 | 41a,gn=21 | 33a,hn=21 | 27 ± 5.4 | 23–33 |
| BIPB65 | 2015-04-15 | 47%transect | 30a,in=19 | 47a,b | 33a,cn=19 | — | 32a,fn=19 | 52a,gn=19 | 55a,gn=19 | 28a,hn=19 | 30 ± 2.4 | 28–32 |
| BIPB66 | 2015-04-16 | 7.8%transect | too few photos (n=6)a,i,d | 7.8a,b | too few photos (n=6)a,c,d | — | too few photos (n=6)a,f,d | too few photos (n=6)a,g,d | too few photos (n=6)a,g,d | too few photos (n=6)a,h,d | — | — |
| BIPB67 | 2015-04-16 | 46%transect | 26a,in=41 | 46a,b | 36a,cn=41 | — | 34a,fn=41 | 49a,gn=41 | 52a,gn=41 | 29a,hn=41 | 30 ± 3.9 | 26–34 |
| BIPB68 | 2015-04-16 | 59%transect | 37a,in=43 | 59a,b | 45a,cn=43 | — | 39a,fn=43 | 72a,gn=43 | 74a,gn=43 | 39a,hn=43 | 38 ± 1.2 | 37–39 |
| BIPB69 | 2015-04-16–05-02 | 73%transect | 39a,in=116 | 73a,b | 54a,cn=110 | too few photos (n=6)a,e,d | 47a,fn=116 | 74a,gn=116 | 75a,gn=116 | 43a,hn=116 | 43 ± 4.2 | 39–47 |
| BIPB70 | 2015-04-17–05-01 | 70%transect | 35a,in=55 | 70a,b | 45a,cn=28 | 45a,en=27 | 40a,fn=55 | 57a,gn=55 | 59a,gn=55 | 36a,hn=55 | 39 ± 4.7 | 35–45 |
| BIPB72 | 2015-04-18–05-01 | 77%transect | 44a,in=75 | 77a,b | 51a,cn=41 | 56a,en=34 | 49a,fn=75 | 64a,gn=75 | 69a,gn=75 | 40a,hn=75 | 47 ± 6.9 | 40–56 |
| BIPB73 | 2015-04-18 | 50%transect | 38a,in=45 | 50a,b | — | 45a,en=45 | 45a,fn=45 | 48a,gn=45 | 51a,gn=45 | 47a,hn=45 | 44 ± 4.2 | 38–47 |
| BIPB74 | 2015-04-18–05-01 | 63%transect | 51a,in=21 | 63a,b | too few photos (n=8)a,c,d | 56a,en=13 | 49a,fn=21 | 64a,gn=21 | 66a,gn=21 | 47a,hn=21 | 51 ± 3.8 | 47–56 |
| BIPB75 | 2015-04-19 | 46%transect | too few photos (n=9)a,i,d | 46a,b | — | too few photos (n=9)a,e,d | too few photos (n=9)a,f,d | too few photos (n=9)a,g,d | too few photos (n=9)a,g,d | too few photos (n=9)a,h,d | — | — |
| BIPB76 | 2015-04-19 | 40%transect | 21a,in=20 | 40a,b | — | 30a,en=20 | 32a,fn=20 | 35a,gn=20 | 40a,gn=20 | 29a,hn=20 | 28 ± 4.7 | 21–32 |
| BINI77 | 2015-04-20 | 42%transect | 26a,in=11 | 42a,b | — | 30a,en=11 | 26a,fn=11 | 38a,gn=11 | 41a,gn=11 | 34a,hn=11 | 29 ± 3.7 | 26–34 |
| BINI78 | 2015-04-20 | 22%transect | 25a,in=16 | 22a,b | — | 24a,en=16 | 29a,fn=16 | 27a,gn=16 | 29a,gn=16 | 28a,hn=16 | 27 ± 2.4 | 24–29 |
| BINI79 | 2015-04-20 | 34%transect | 18a,in=15 | 34a,b | — | 19a,en=15 | 22a,fn=15 | 27a,gn=15 | 25a,gn=15 | 21a,hn=15 | 20 ± 1.7 | 18–22 |
| BINI80 | 2015-04-21 | 49%transect | 29a,in=24 | 49a,b | 38a,cn=10 | 27a,en=14 | 37a,fn=24 | 42a,gn=24 | 46a,gn=24 | 35a,hn=24 | 32 ± 4.7 | 27–37 |
| BIVB81 | 2015-04-21 | 43%transect | too few photos (n=5)a,i,d | 43a,b | — | too few photos (n=5)a,e,d | too few photos (n=5)a,f,d | too few photos (n=5)a,g,d | too few photos (n=5)a,g,d | too few photos (n=5)a,h,d | — | — |
| BIBL82 | 2015-04-22 | 42%transect | 28a,in=22 | 42a,b | too few photos (n=4)a,c,d | 28a,en=18 | 26a,fn=22 | 42a,gn=22 | 50a,gn=22 | 36a,hn=22 | 29 ± 4.3 | 26–36 |
| BIBL83 | 2015-04-22 | 33%transect | 24a,in=15 | 33a,b | too few photos (n=9)a,c,d | too few photos (n=6)a,e,d | 25a,fn=15 | 42a,gn=15 | 45a,gn=15 | 41a,hn=15 | 30 ± 9.5 | 24–41 |
| BISA84 | 2015-04-22 | 49%transect | too few photos (n=7)a,i,d | 49a,b | too few photos (n=2)a,c,d | too few photos (n=5)a,e,d | too few photos (n=7)a,f,d | too few photos (n=7)a,g,d | too few photos (n=7)a,g,d | too few photos (n=7)a,h,d | — | — |
| BIBL86 | 2015-04-23 | 43%transect | 34a,in=27 | 43a,b | — | 32a,en=27 | 36a,fn=27 | 51a,gn=27 | 49a,gn=27 | 25a,hn=27 | 32 ± 4.8 | 25–36 |
| BIBL87 | 2015-04-23 | 43%transect | 30a,in=35 | 43a,b | — | 28a,en=35 | 34a,fn=35 | 42a,gn=35 | 48a,gn=35 | 29a,hn=35 | 30 ± 2.6 | 28–34 |
| BISA88 | 2015-04-23 | 60%transect | 43a,in=13 | 60a,b | — | 46a,en=13 | 54a,fn=13 | 55a,gn=13 | 60a,gn=13 | 43a,hn=13 | 46 ± 5.2 | 43–54 |
| BISA91 | 2015-04-24 | 57%transect | 40a,in=13 | 57a,b | — | 47a,en=13 | 56a,fn=13 | 58a,gn=13 | 65a,gn=13 | 44a,hn=13 | 47 ± 6.5 | 40–56 |
| BISP89 | 2015-04-24 | 34%transect | 20a,in=13 | 34a,b | — | 17a,en=13 | 22a,fn=13 | 29a,gn=13 | 30a,gn=13 | 28a,hn=13 | 22 ± 4.4 | 17–28 |
| BISP90 | 2015-04-24 | 44%transect | too few photos (n=8)a,i,d | 44a,b | — | too few photos (n=8)a,e,d | too few photos (n=8)a,f,d | too few photos (n=8)a,g,d | too few photos (n=8)a,g,d | too few photos (n=8)a,h,d | — | — |
| BISA92 | 2015-04-25 | 26%transect | 19a,in=39 | 26a,b | — | 29a,en=39 | 26a,fn=39 | 33a,gn=39 | 34a,gn=39 | 29a,hn=39 | 26 ± 4.9 | 19–29 |
| BISA93 | 2015-04-25 | 41%transect | 33a,in=27 | 41a,b | — | 39a,en=27 | 26a,fn=28 | 58a,gn=26 | 61a,gn=27 | 26a,hn=28 | 31 ± 5.9 | 26–39 |
| BISA94 | 2015-04-25 | 52%transect | too few photos (n=2)a,i,d | 52a,b | — | too few photos (n=2)a,e,d | too few photos (n=2)a,f,d | too few photos (n=2)a,g,d | too few photos (n=2)a,g,d | too few photos (n=2)a,h,d | — | — |
| BISA97 | 2015-04-26 | 55%transect | 51a,in=12 | 55a,b | — | 51a,en=12 | 50a,fn=12 | 68a,gn=12 | 69a,gn=12 | 29a,hn=12 | 45 ± 10.6 | 29–51 |
| BISP95 | 2015-04-26 | 61%transect | 18a,in=26 | 61a,b | — | 22a,en=26 | 20a,fn=26 | 28a,gn=26 | 28a,gn=26 | 23a,hn=25 | 21 ± 2.3 | 18–23 |
| BISP96 | 2015-04-26 | 82%transect | 51a,in=18 | 82a,b | — | 56a,en=18 | 49a,fn=18 | 69a,gn=18 | 73a,gn=18 | 48a,hn=18 | 51 ± 3.3 | 48–56 |
| BIVB99 | 2015-04-27 | 60%transect | 35a,in=11 | 60a,b | — | 21a,en=11 | 25a,fn=11 | 64a,gn=11 | 63a,gn=11 | 19a,hn=11 | 25 ± 7.5 | 19–35 |
| BISA102 | 2015-04-28 | 32%transect | 22a,in=27 | 32a,b | — | 31a,en=27 | 30a,fn=27 | 33a,gn=27 | 35a,gn=27 | 34a,hn=27 | 29 ± 5.5 | 22–34 |
| BISP100 | 2015-04-28 | 41%transect | too few photos (n=7)a,i,d | 41a,b | — | too few photos (n=7)a,e,d | too few photos (n=7)a,f,d | too few photos (n=7)a,g,d | too few photos (n=7)a,g,d | too few photos (n=7)a,h,d | — | — |
| BISP101 | 2015-04-28 | 52%transect | 23a,in=13 | 52a,b | — | 39a,en=13 | 32a,fn=13 | 42a,gn=13 | 44a,gn=13 | 33a,hn=13 | 32 ± 6.6 | 23–39 |
| BISA103 | 2015-04-29 | 33%transect | 30a,in=19 | 33a,b | — | 28a,en=19 | 37a,fn=19 | 41a,gn=19 | 44a,gn=19 | 36a,hn=19 | 33 ± 4.4 | 28–37 |
| BISA104 | 2015-04-29 | 36%transect | 36a,in=16 | 36a,b | — | 44a,en=16 | 46a,fn=16 | 46a,gn=16 | 51a,gn=16 | 41a,hn=16 | 42 ± 4.4 | 36–46 |
| BISA105 | 2015-04-29 | 52%transect | 28a,in=19 | 52a,b | — | 24a,en=19 | 36a,fn=19 | 42a,gn=19 | 47a,gn=19 | 23a,hn=19 | 28 ± 5.8 | 23–36 |
| BIPB110 | 2015-04-30 | 42%transect | 29a,in=45 | 42a,b | — | 37a,en=45 | 37a,fn=45 | 44a,gn=43 | 50a,gn=43 | 37a,hn=44 | 35 ± 3.6 | 29–37 |
| BISA107 | 2015-04-30 | 25%transect | 18a,in=12 | 25a,b | — | 18a,en=12 | 21a,fn=12 | 32a,gn=12 | 41a,gn=12 | 22a,hn=12 | 20 ± 1.8 | 18–22 |
| BIVB108 | 2015-04-30 | 47%transect | 12a,in=11 | 47a,b | too few photos (n=1)a,c,d | 25a,en=10 | 24a,fn=11 | 23a,gn=10 | 18a,gn=11 | 28a,hn=11 | 22 ± 7.2 | 12–28 |
| BIVB109 | 2015-04-30 | 48%transect | 35a,in=33 | 48a,b | too few photos (n=1)a,c,d | 35a,en=32 | 39a,fn=33 | 67a,gn=33 | 66a,gn=33 | 25a,hn=33 | 33 ± 6.0 | 25–39 |
| BIPB112 | 2015-05-02 | 46%transect | 29a,in=14 | 46a,b | 44a,cn=14 | — | 44a,fn=14 | 51a,gn=14 | 55a,gn=14 | 38a,hn=14 | 37 ± 7.8 | 29–44 |
| BIPB114 | 2015-05-02–03 | 43%transect | 20a,in=29 | 43a,b | 29a,cn=22 | too few photos (n=7)a,e,d | 32a,fn=29 | 37a,gn=29 | 38a,gn=29 | 35a,hn=29 | 29 ± 8.0 | 20–35 |
| All sites (unweighted mean) | — | — | 46 | — | — | — | — | — | — | — | — |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Gold standard = LOF diver transects (no photos). 120 photos manually scored (via CoralNet).
| Site | Date | Headline (site page) | Claude | Gold standard | Manually annotated in CoralNet | CoralNet | DINOv3 | Coralscapes v1 | Coralscapes v2 | CoralSCOP | Mean ± SD of CV | Range |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BICA01 | 2015-03-09 | 4.6%transect | too few photos (n=1)a,g,h | 4.6a,b | too few photos (n=1)a,i,h | — | too few photos (n=1)a,d,h | too few photos (n=1)a,e,h | too few photos (n=1)a,e,h | too few photos (n=1)a,f,h | — | — |
| BIEG02 | 2015-03-10 | 37%transect | 18a,gn=21 | 37a,b | 25a,in=21 | — | 24a,dn=21 | 31a,en=21 | 35a,en=21 | 24a,fn=21 | 22 ± 3.2 | 18–24 |
| BIEG03 | 2015-03-10 | 40%transect | 17a,gn=36 | 40a,b | 24a,in=36 | — | 18a,dn=36 | 32a,en=36 | 34a,en=36 | 26a,fn=36 | 20 ± 4.8 | 17–26 |
| BIEG04 | 2015-03-10 | 33%transect | 26a,gn=19 | 33a,b | 34a,in=19 | — | 35a,dn=19 | 36a,en=19 | 39a,en=19 | 28a,fn=19 | 30 ± 4.8 | 26–35 |
| BIEG05 | 2015-03-11 | 44%transect | 39a,gn=59 | 44a,b | 41a,in=35 | 58a,cn=24 | 40a,dn=59 | 61a,en=59 | 64a,en=59 | 41a,fn=59 | 45 ± 8.8 | 39–58 |
| BIEG06 | 2015-03-11 | 49%transect | 32a,gn=30 | 49a,b | — | 44a,cn=30 | 34a,dn=30 | 46a,en=30 | 46a,en=30 | 23a,fn=30 | 33 ± 8.9 | 23–44 |
| BIEG07 | 2015-03-11 | 48%transect | too few photos (n=8)a,g,h | 48a,b | too few photos (n=8)a,i,h | — | too few photos (n=8)a,d,h | too few photos (n=8)a,e,h | too few photos (n=8)a,e,h | too few photos (n=8)a,f,h | — | — |
| BIDI08 | 2015-03-12 | 61%transect | 35a,gn=35 | 61a,b | — | 36a,cn=35 | 29a,dn=35 | 50a,en=35 | 53a,en=35 | 39a,fn=35 | 35 ± 4.2 | 29–39 |
| BIDI09 | 2015-03-12 | 38%transect | 34a,gn=30 | 38a,b | — | 38a,cn=30 | 24a,dn=30 | 56a,en=30 | 61a,en=30 | 32a,fn=30 | 32 ± 6.0 | 24–38 |
| BIDI10 | 2015-03-12 | 23%transect | 23a,gn=13 | 23a,b | — | 27a,cn=13 | 16a,dn=13 | 44a,en=13 | 49a,en=13 | 33a,fn=13 | 25 ± 7.1 | 16–33 |
| BIDI12 | 2015-03-13 | 4.2%transect | 2.9a,gn=14 | 4.2a,b | — | 10a,cn=14 | 11a,dn=14 | 8.2a,en=14 | 10a,en=14 | 18a,fn=14 | 11 ± 6.1 | 2.9–18 |
| BIDI13 | 2015-03-13 | 7.2%transect | 18a,gn=11 | 7.2a,b | — | 20a,cn=11 | 18a,dn=11 | 22a,en=11 | 24a,en=11 | 25a,fn=11 | 20 ± 3.3 | 18–25 |
| BIDI14 | 2015-03-13 | 17%transect | too few photos (n=9)a,g,h | 17a,b | — | too few photos (n=9)a,c,h | too few photos (n=9)a,d,h | too few photos (n=9)a,e,h | too few photos (n=9)a,e,h | too few photos (n=9)a,f,h | — | — |
| BIDI15 | 2015-03-14 | 20%transect | too few photos (n=9)a,g,h | 20a,b | — | too few photos (n=9)a,c,h | too few photos (n=9)a,d,h | too few photos (n=9)a,e,h | too few photos (n=9)a,e,h | too few photos (n=9)a,f,h | — | — |
| BIDI16 | 2015-03-14 | 27%transect | 24a,gn=13 | 27a,b | — | 26a,cn=13 | 22a,dn=13 | 32a,en=13 | 36a,en=13 | 31a,fn=13 | 26 ± 3.7 | 22–31 |
| BIDI16.5 | 2015-03-14 | 46%*manual | 26a,gn=11 | 46a,jn=13 | — | 39a,cn=11 | 42a,dn=11 | 37a,en=11 | 39a,en=11 | 30a,fn=11 | 34 ± 7.3 | 26–42 |
| BIEA18 | 2015-03-15 | 21%transect | 18a,gn=35 | 21a,b | — | 22a,cn=35 | 15a,dn=35 | 33a,en=35 | 32a,en=34 | 28a,fn=35 | 21 ± 5.9 | 15–28 |
| BIEA19 | 2015-03-15 | 28%transect | 31a,gn=14 | 28a,b | — | 27a,cn=14 | 25a,dn=14 | 42a,en=14 | 45a,en=14 | 39a,fn=14 | 31 ± 6.1 | 25–39 |
| BIEA20 | 2015-03-15 | 13%transect | 22a,gn=19 | 13a,b | — | 25a,cn=19 | 16a,dn=19 | 31a,en=19 | 35a,en=19 | 27a,fn=19 | 22 ± 4.8 | 16–27 |
| BIEA22 | 2015-03-16 | 27%transect | 31a,gn=23 | 27a,b | — | 49a,cn=23 | 45a,dn=23 | 44a,en=23 | 46a,en=23 | 50a,fn=23 | 44 ± 8.9 | 31–50 |
| BIEA23 | 2015-03-16 | 26%transect | 29a,gn=24 | 26a,b | — | 36a,cn=24 | 29a,dn=24 | 44a,en=24 | 49a,en=24 | 40a,fn=24 | 33 ± 5.4 | 29–40 |
| BIEA24 | 2015-03-16 | 16%transect | 37a,gn=11 | 16a,b | — | 41a,cn=11 | 41a,dn=11 | 49a,en=11 | 49a,en=11 | 39a,fn=11 | 40 ± 1.7 | 37–41 |
| BIEA24.5 | 2015-03-16 | — | too few photos (n=5)a,g,h | —k | — | too few photos (n=5)a,c,h | too few photos (n=5)a,d,h | too few photos (n=5)a,e,h | too few photos (n=5)a,e,h | too few photos (n=5)a,f,h | — | — |
| BIEA25 | 2015-03-17 | 18%transect | 16a,gn=19 | 18a,b | — | 29a,cn=19 | 26a,dn=19 | 31a,en=19 | 33a,en=19 | 30a,fn=19 | 25 ± 6.2 | 16–30 |
| BIEA26 | 2015-03-17 | 24%transect | 15a,gn=30 | 24a,b | — | 21a,cn=30 | 14a,dn=30 | 23a,en=30 | 28a,en=30 | 27a,fn=30 | 19 ± 6.2 | 14–27 |
| BITB27 | 2015-03-17 | 36%transect | 24a,gn=16 | 36a,b | — | 34a,cn=16 | 24a,dn=16 | 46a,en=16 | 48a,en=16 | 38a,fn=16 | 30 ± 7.0 | 24–38 |
| BITB28 | 2015-03-18 | 31%transect | 18a,gn=43 | 31a,b | — | 27a,cn=43 | 20a,dn=43 | 34a,en=43 | 37a,en=43 | 29a,fn=43 | 24 ± 5.1 | 18–29 |
| BITB29 | 2015-03-18 | 30%transect | 19a,gn=49 | 30a,b | — | 30a,cn=49 | 24a,dn=49 | 40a,en=49 | 42a,en=49 | 26a,fn=49 | 24 ± 4.6 | 19–30 |
| BITB30 | 2015-03-18 | 43%transect | 14a,gn=12 | 43a,b | — | 30a,cn=12 | 18a,dn=12 | 34a,en=12 | 38a,en=12 | 30a,fn=12 | 23 ± 8.2 | 14–30 |
| BITB32 | 2015-03-19 | 30%transect | 12a,gn=19 | 30a,b | — | 17a,cn=19 | 12a,dn=19 | 18a,en=19 | 20a,en=19 | 20a,fn=19 | 15 ± 4.0 | 12–20 |
| BITB33 | 2015-03-19 | 21%transect | 7.9a,gn=27 | 21a,b | — | 20a,cn=27 | 11a,dn=27 | 18a,en=26 | 18a,en=26 | 22a,fn=27 | 15 ± 6.9 | 7.9–22 |
| BITB34 | 2015-03-19 | 62%transect | 37a,gn=11 | 62a,b | — | 41a,cn=11 | 35a,dn=11 | 56a,en=11 | 67a,en=10 | 47a,fn=11 | 40 ± 5.3 | 35–47 |
| BITB34.5 | 2015-03-19 | — | too few photos (n=3)a,g,h | —k | — | too few photos (n=3)a,c,h | too few photos (n=3)a,d,h | too few photos (n=3)a,e,h | too few photos (n=3)a,e,h | too few photos (n=3)a,f,h | — | — |
| BICC35 | 2015-03-20 | 14%transect | 6.7a,gn=15 | 14a,b | — | 17a,cn=15 | 13a,dn=15 | 21a,en=15 | 24a,en=15 | 20a,fn=15 | 14 ± 5.9 | 6.7–20 |
| BICC36 | 2015-03-20 | 8.6%transect | 6.4a,gn=15 | 8.6a,b | — | 19a,cn=15 | 18a,dn=15 | 21a,en=15 | 27a,en=15 | 25a,fn=15 | 17 ± 7.7 | 6.4–25 |
| BITB37 | 2015-03-20 | 40%transect | 29a,gn=56 | 40a,b | — | 37a,cn=56 | 30a,dn=57 | 51a,en=55 | 54a,en=55 | 42a,fn=57 | 35 ± 6.4 | 29–42 |
| BITB38 | 2015-03-21 | 58%transect | 26a,gn=44 | 58a,b | — | 34a,cn=44 | 28a,dn=44 | 54a,en=44 | 56a,en=44 | 31a,fn=44 | 30 ± 3.3 | 26–34 |
| BITB39 | 2015-03-21 | 52%transect | 37a,gn=60 | 52a,b | — | 40a,cn=60 | 32a,dn=61 | 53a,en=59 | 57a,en=59 | 44a,fn=61 | 38 ± 5.4 | 32–44 |
| BITB40 | 2015-03-21 | 45%transect | too few photos (n=5)a,g,h | 45a,b | — | too few photos (n=5)a,c,h | too few photos (n=5)a,d,h | too few photos (n=5)a,e,h | too few photos (n=5)a,e,h | too few photos (n=5)a,f,h | — | — |
| BITB41 | 2015-03-22 | 43%transect | 25a,gn=13 | 43a,b | — | 32a,cn=13 | 32a,dn=13 | 40a,en=13 | 42a,en=13 | 40a,fn=13 | 32 ± 6.0 | 25–40 |
| BITB42 | 2015-03-22 | 40%transect | 23a,gn=49 | 40a,b | — | 31a,cn=49 | 24a,dn=51 | 40a,en=50 | 43a,en=51 | 35a,fn=51 | 28 ± 5.9 | 23–35 |
| BITB43 | 2015-03-22 | 30%transect | 22a,gn=12 | 30a,b | — | 36a,cn=12 | 15a,dn=12 | 47a,en=12 | 50a,en=12 | 37a,fn=12 | 27 ± 10.7 | 15–37 |
| BITB44 | 2015-03-23 | 39%transect | 27a,gn=36 | 39a,b | — | 33a,cn=36 | 29a,dn=36 | 44a,en=36 | 47a,en=36 | 39a,fn=36 | 32 ± 5.1 | 27–39 |
| BITB45 | 2015-03-23 | 45%transect | 33a,gn=13 | 45a,b | — | 45a,cn=13 | 39a,dn=13 | 51a,en=13 | 52a,en=13 | 36a,fn=13 | 38 ± 4.8 | 33–45 |
| BITB46 | 2015-03-23 | 32%transect | 18a,gn=11 | 32a,b | — | 28a,cn=11 | 15a,dn=11 | 35a,en=10 | 38a,en=10 | 31a,fn=11 | 23 ± 7.6 | 15–31 |
| BITB47 | 2015-03-24 | 53%transect | too few photos (n=2)a,g,h | 53a,b | — | too few photos (n=2)a,c,h | too few photos (n=2)a,d,h | too few photos (n=2)a,e,h | too few photos (n=2)a,e,h | too few photos (n=2)a,f,h | — | — |
| BICC50 | 2015-03-25 | 15%transect | 16a,gn=11 | 15a,b | — | 29a,cn=11 | 30a,dn=11 | 37a,en=11 | 48a,en=11 | 29a,fn=11 | 26 ± 6.9 | 16–30 |
| BICC51 | 2015-03-25 | 17%transect | 21a,gn=17 | 17a,b | — | 22a,cn=17 | 24a,dn=17 | 27a,en=17 | 28a,en=17 | 28a,fn=17 | 24 ± 3.0 | 21–28 |
| BIEA52 | 2015-03-25 | 37%transect | 35a,gn=22 | 37a,b | — | 38a,cn=22 | 22a,dn=22 | 50a,en=22 | 50a,en=22 | 39a,fn=22 | 33 ± 8.0 | 22–39 |
| BITB53 | 2015-03-26 | 33%transect | 23a,gn=22 | 33a,b | — | 35a,cn=22 | 31a,dn=22 | 41a,en=22 | 42a,en=22 | 27a,fn=22 | 29 ± 5.0 | 23–35 |
| BITB54 | 2015-03-26 | 56%transect | 30a,gn=99 | 56a,b | — | 34a,cn=99 | 21a,dn=99 | 50a,en=97 | 54a,en=97 | 31a,fn=99 | 29 ± 5.8 | 21–34 |
| BITB55 | 2015-03-26 | 51%transect | 33a,gn=14 | 51a,b | — | 43a,cn=14 | 34a,dn=14 | 47a,en=14 | 51a,en=14 | 38a,fn=14 | 37 ± 4.7 | 33–43 |
| BITB56 | 2015-03-27 | 25%transect | 19a,gn=13 | 25a,b | — | 20a,cn=13 | 20a,dn=13 | 25a,en=13 | 26a,en=13 | 18a,fn=13 | 19 ± 1.0 | 18–20 |
| BITB57 | 2015-03-27–28 | 43%transect | 43a,gn=111 | 43a,b | — | 44a,cn=111 | 33a,dn=111 | 66a,en=111 | 68a,en=111 | 36a,fn=111 | 39 ± 5.3 | 33–44 |
| BITB58 | 2015-03-28 | 67%transect | too few photos (n=1)a,g,h | 67a,b | — | too few photos (n=1)a,c,h | too few photos (n=1)a,d,h | too few photos (n=1)a,e,h | too few photos (n=1)a,e,h | too few photos (n=1)a,f,h | — | — |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Gold standard = LOF diver transects (no photos); the value is the mean of all of each site's transects. Claude is a comparison only, at sites with at least 10 usable habitat photos.
| Site | Date | Headline (site page) | Claude | Gold standard | CoralSCOP |
|---|---|---|---|---|---|
| TOHA03 | 2013-09-12 | 20%transect | 20a,e,fn=16 | 20a,b | 32a,c,dn=16 |
| TOHA04 | 2013-09-12 | 25%transect | 18a,e,fn=14 | 25a,b | 26a,c,dn=14 |
| TOHA08 | 2013-09-13–14 | 22%transect | 34a,en=26 | 22a,b | 28a,c,dn=26 |
| TOHA10 | 2013-09-14 | 40%transect | 29a,en=23 | 40a,b | 25a,c,dn=23 |
| TOHA14 | 2013-09-16 | 44%transect | 36a,en=38 | 44a,b | 33a,c,dn=38 |
| TOHA18 | 2013-09-17 | 53%transect | 48a,e,fn=16 | 53a,b | 29a,c,dn=16 |
| TOHA21 | 2013-09-18 | 35%transect | 32a,e,fn=12 | 35a,b | 38a,c,dn=12 |
| TOHA22 | 2013-09-18 | 40%transect | 12a,en=21 | 40a,b | 21a,c,dn=21 |
| TOHA27 | 2013-09-20 | 31%transect | 25a,e,fn=13 | 31a,b | 39a,c,dn=13 |
| TOHA28 | 2013-09-20 | 31%transect | 46a,e,fn=17 | 31a,b | 32a,c,dn=17 |
| TOHA29 | 2013-09-20 | 42%transect | 45a,e,fn=13 | 42a,b | 41a,c,dn=13 |
| TOHA30 | 2013-09-21 | 40%transect | 36a,e,fn=10 | 40a,b | 36a,c,dn=10 |
| TOHA31 | 2013-09-21 | 34%transect | 37a,e,fn=18 | 34a,b | 39a,c,dn=18 |
| TOHA32 | 2013-09-21 | 34%transect | 44a,e,fn=11 | 34a,b | 27a,c,dn=11 |
| TOVA33 | 2013-09-22 | 33%transect | 33a,en=21 | 33a,b | 36a,c,dn=21 |
| TOVA37 | 2013-09-23 | 28%transect | 12a,e,fn=18 | 28a,b | 25a,c,dn=18 |
| TOVA38 | 2013-09-24 | 41%transect | 30a,en=41 | 41a,b | 31a,c,dn=41 |
| TOVA44 | 2013-09-25 | 53%transect | 32a,e,fn=15 | 53a,b | 40a,c,dn=15 |
| TOVA52 | 2013-09-28 | 47%transect | 43a,e,fn=17 | 47a,b | 43a,c,dn=17 |
| TOVA53 | 2013-09-28 | 38%transect | 40a,en=34 | 38a,b | 39a,c,dn=34 |
| TONI54 | 2013-09-29 | 34%transect | 20a,e,fn=13 | 34a,b | 34a,c,dn=13 |
| TONI55 | 2013-09-29 | 33%transect | 35a,e,fn=15 | 33a,b | 34a,c,dn=15 |
| All sites (unweighted mean) | — | 32 | 36 | 33 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.Gold standard = LOF diver transects (no photos); the value is the mean of all of each site's transects. Claude is a comparison only, at the 10 sites with at least 10 usable habitat photos (9 low-n). FJTV42 and FJTO09 come from the expedition's global site table.
| Site | Date | Headline (site page) | Claude | Gold standard | CoralSCOP |
|---|---|---|---|---|---|
| FJTO02 | 2013-06-03 | 36%transect | 26a,f,en=12 | 36a,b | 34a,c,d,en=12 |
| FJTO09 | 2013-06-05 | 29%transect | 18a,f,en=13 | 29a,b | 25a,c,d,en=13 |
| FJML16 | 2013-06-08 | 33%transect | 35a,f,en=19 | 33a,b | 41a,c,d,en=19 |
| FJML18 | 2013-06-09 | 40%transect | 24a,f,en=10 | 40a,b | 38a,c,d,en=10 |
| FJML20 | 2013-06-09 | 37%transect | 51a,f,en=13 | 37a,b | 54a,c,d,en=13 |
| FJNA40 | 2013-06-16 | 44%transect | 28a,f,en=15 | 44a,b | 31a,c,d,en=15 |
| FJTV42 | 2013-06-17 | 37%transect | 45a,fn=23 | 37a,b | 38a,c,dn=23 |
| FJCC45 | 2013-06-18 | 50%transect | 41a,f,en=18 | 50a,b | 41a,c,d,en=18 |
| FJCC48 | 2013-06-19 | 47%transect | 39a,f,en=14 | 47a,b | 38a,c,d,en=14 |
| FJVB52 | 2013-06-21 | 47%transect | 39a,f,en=11 | 47a,b | 34a,c,d,en=11 |
| All sites (unweighted mean) | — | 34 | 40 | 37 |
ok row. Area index, not a point count: denominator differs from any point-count reference. It is also unstable frame to frame (the same subject has scored 94.1% in one photo and 23.3% in another), and the mask sum overstates cover most on the healthiest reefs.