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locate — find "X" in an image (no detector API assumed)
The single contract every consumer (asset-fusion ring, webpage highlight, future explainer/recut overlays) uses:
locate(image, target-description) → { box: [x0,y0,x1,y1], center: [cx,cy] } # normalized 0..1
Why this exists
Author models are unreliable at regressing pixel coordinates on a cluttered full image (measured: weak vision models ~16–24% center error → rings land off-target) but reliable at picking a numbered strip (~3–4% with the loop below). So: never eyeball coordinates; localize by discrete choice. (RSVP, ACL 2025.)
Routing — pick the cheapest path that's actually available
- A strong detector is available (e.g.
GEMINI_API_KEYin env) →node grounding/locate.mjs auto <img> "<target>"— one call, done. Never assume the key exists. No key → path 2. - No detector (the normal case) → YOU are the localizer; run the grid loop.
The grid loop (you read images between steps)
node grounding/locate.mjs overlay <img> --out /tmp/g
→ READ /tmp/g/gv.png (vertical strips 1-9) and gh.png (horizontal 1-9);
decide which strip numbers the target spans (list EVERY strip it touches).
node grounding/locate.mjs region <img> --vids 4,5 --hids 6,7 --out /tmp/g
→ READ /tmp/g/gc.png (the region cropped + upscaled, finer 6×6 grid);
pick the finer strips. (Pick strips again — do NOT switch to estimating
coordinates; discrete choice is the whole point, at BOTH stages.)
node grounding/locate.mjs final <img> --region <from step 2> --vids 3,4 --hids 3,4
→ the final {box, center}.
node grounding/locate.mjs mark <img> --box <final box> --out /tmp/g/check.png
→ VERIFY: READ check.png. Red box ON the target → done. Off → redo
region/final with corrected strips (you now know which direction). Never
skip this step; it converts silent misses into one cheap retry.
Ambiguity — resolve BEFORE localizing
If the target description can match several instances ("a drum" when the scene has five), no geometry will save you. First make the reference unique ("the right-most drum", "the drum on the front boat"), asking the user if needed — then run the loop.
Degradation path (if locate.mjs itself is unavailable)
The idea is 5 lines — reproduce it with any image tool:
draw a numbered 9×9 grid → pick the strips the target spans → crop that region
(+pad ~0.4 strip) and upscale → draw a finer 6×6 grid → pick again → map back
(global = region_origin + local × region_size) → draw the box and LOOK at it.
Notes
- Geometry is frozen in
locate.mjs(node + ffmpeg, zero npm deps — both already required by hyperframes). Don't re-implement it ad hoc; the measured accuracy holds for THIS implementation. - Consumers:
samples/asset-fusion/_ref-circle-highlight.htmltakesCFG.boxdirectly fromfinal/autooutput. - Measured end-to-end (same agent, same template, only the localization step differs): eyeballing 6.5% avg center error → this protocol 2.3%, no case worse.