Cheeklined wrasse · w58_fish10

Oxycheilinus digramma · Labridae · 46% · low reconstructed model: fair species doubtful
Reviewer: plain brown wrasse; merged from many short tracklets

Where it comes from

Original video (longest visit, 65:34-65:40), the selected fish boxed
Tracking: real frame + crop + 3D render at the estimated pose, species overlay

3D and 4D model

loading 3D gaussians…
Interactive canonical 3D gaussians (drag to orbit, scroll to zoom). This is the rest pose shared by every frame; the 4D part is the per-frame bending / tail motion shown on the right.
4D: canonical model replaying the learned body bending and tail beat
3D turntable of the canonical model

Poster

poster

Species

Cheeklined wrasse Oxycheilinus digramma Labridae
46.3%
Blacktip grouper Epinephelus fasciatus Serranidae
14.4%
Slingjaw wrasse Epibulus insidiator Labridae
11.6%
Sixline wrasse Pseudocheilinus hexataenia Labridae
8.5%
Red Sea eightline flasher Paracheilinus octotaenia Labridae
6.5%

Family: Labridae 83%, Serranidae 15%, Scaridae 1% · agreement across crops 58% · 64 crops · bioclip-2.5 (hf-hub:imageomics/bioclip-2.5-vith14, open_clip, zero-shot)

Crops used for the species vote

Data and reconstruction

window58:00 – 68:00
visits14: 58:29-58:29, 59:01-59:04, 61:00-61:02, 61:07-61:09, 61:45-61:49, 62:24-62:27, 63:02-63:09, 63:15-63:17, 64:12-64:14, 64:40-64:42, 65:08-65:14, 65:35-65:36, 66:54-66:56, 67:26-67:28
frames (10 fps) detected / kept386 / 332
valid poses (10 fps)370
frames with background plate326
median size107.0 px
30 fps frames / valid poses706 / 598
method4D GS, fins + bending + tail (30 fps)
model shownv1 (gs_final)
iterations4000
gaussians15727
training time20 min
trainer validation PSNR full / masked27.1 / 20.9 dB
trainer validation IoU vs SAM mask0.890
near-fish band PSNR (fins)27.0 dB
production statusdone
visual note (curation)drab brown elongated wrasse

Diagnostics

Tracklet contact sheet (selection)
Held-out frames: real crop vs 4D render (composited over the plate)
Held-out frames: render on black
Estimated pose: fitted ellipsoid + axes on crops
Frame cleaning: identity / occlusion over time
Frames down-weighted / dropped by the robust trainer

Downloads

point_cloud.ply (canonical 3D gaussians) · poses_refined.json · model.pt (incl. per-frame 4D params) · species.json

← all fish