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b/recognization/docs/research/2026-09-28-recognition-architecture/DECISION.md @@ -233,7 +233,8 @@ frame / native crop β”‚ β”œβ”€ text lane: OCR (upsampled Γ—2 when crop height < 200 px) β”‚ ─► bigram similarity to every catalog row's text signature - β”‚ (name + OCR of its packshot), including rows with no image + β”‚ (the row's name only, including rows with no image; adding + β”‚ the packshot's own OCR was tried and rejected - see below) β”‚ β–Ό decision: P(correct | local, text) from a small calibrated model @@ -691,6 +692,19 @@ The 12 s numbers are within run-to-run noise; the short clip is where the pacing sensitivity lived, and it is now flat across pacings. Precision stays 100% and 0 unknowns are accepted at every pacing. +Re-measured 2026-09-29 as medians of three 12 s runs per pace, through the +shipped server with the calibrated accept lines +(`data/evaluations/2026-09-29-session/pace-medians/`): + + pace coverage (3 runs) median precision (3 runs) median wrong + send 63 / 70 / 67 % 67 % 77 / 88 / 97 % 88 % 0 + result 63 / 63 / 70 % 63 % 86 / 83 / 90 % 86 % 0 + +The two paces land within 4 pp of each other on coverage and 2 pp on precision, +with 0 wrong labels in all six runs. The pacing sensitivity the audit measured +is gone, and the spread across runs is now the run-to-run noise the audit said +the 12 s numbers were inside. + **The stream path now has a G1 number.** `code/score_stream.py` scores a recorded clip's labels against the ground truth, matching each track's `label_box` to the labelled facings. Three defects in the first version of @@ -820,6 +834,14 @@ with text, 55% at 81% without (2 false accepts against 8). The lane still adds 11 pp of coverage while raising precision by 14 pp, so the answer is unchanged and the margin is wider than the audit's. +**Name-only signatures, and why.** The architecture sketch above originally +said the text signature was "name + OCR of its packshot". That was tried and +rejected: it is how l09 used to win l10's facings. l09's packshot prints +"γƒžγƒ¨γƒγƒΌγ‚Ί", which is l10's actual name, so a row with a photographed packshot +could explain a sibling's text better than the sibling's own name could. Every +row in the catalog has a name, so the packshot adds nothing but that confusion, +and `TextLane.scores_from_text` scores against the name alone. + **E-2 answered.** `LocalLane` is RootSIFT-only; ORB and BRISK survive only in the `matcher` baseline lane, so there is nothing to drop from the shipped path. @@ -879,8 +901,10 @@ out of "210g"), and percentages are excluded because "γ‚«γƒ­γƒͺγƒΌ 50% γ‚«γƒƒγƒˆ claim about the contents. Measured on the corrected labels, full resolution: precision 86% -> 91%, false accepts 8 -> 5, coverage unchanged at 79%. - ### Far unknowns: the accept lines were tuned on a shelf that has no unknowns + +Every threshold in this document was fitted on image6, where each crop is a +facing of a product the shelf actually holds. That is a closed-set tuning set, and it hid the far-unknown rate completely: the shipped lane accepted 82 of 2650 crops from 60 Wikimedia Commons supermarket photos of milk, soy and snack shelves - 3.09 %, against G3's 1 %.