product-recognition-demo/recognization/code
kiyo9w 02c0fd1f4f feat: see the tags we cannot read, so "no tag" means no tag
Until now a tag reached the rules only if its text could be read. A tag that was
there but unreadable was indistinguishable from a missing one, so a missing-tag
claim rested on the reader's failures rather than on the shelf - the false
violation that made an earlier run report 106 of them.

Two measurements shaped the detector:

- The tags are printed ON the rail: a red brick-patterned strip running the width
  of the shelf. The rail is therefore findable without reading anything, and it is
  where tags must be looked for.
- On the rail, a tag is a run of columns carrying paper (bright, unsaturated)
  against the brick. Projecting onto x finds 27 tags on add/image6.jpg where
  connected components found 9, because tag text fragments a component at every
  printed line.

The pipeline now merges the two views: a tag whose text was read keeps its fields,
a tag that was only seen is reported unreadable with its box. Measured on
add/image6.jpg: unreadable tags 8 -> 17, "no tag" 94 -> 85, and the per-row hints
became specific - "tags detected for 8 of 16 facings in this row".

That last number is also a domain fact worth keeping: this store prints one tag
per product, not per facing, so facings are the wrong denominator for a
missing-tag rule. The coverage bar keeps the rules silent until that is fixed,
which is the honest behaviour in the meantime.

Co-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-24 22:19:57 +09:00
..
web feat: price-tag UI, still-image tag passes, and honest tag evidence 2026-09-24 14:11:23 +09:00
__init__.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
app.py perf: bound OCR so a walking scan stays real-time, and add walk pacing 2026-09-24 18:14:32 +09:00
bench_engine.py feat: recognition engine and session tracker for multi-client serving 2026-09-24 11:52:59 +09:00
benchmark.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
demo.py perf: bound OCR so a walking scan stays real-time, and add walk pacing 2026-09-24 18:14:32 +09:00
detector.py refactor: make the matcher and detector safe for concurrent clients 2026-09-24 11:43:24 +09:00
download_stock.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
empty_shelf_detector.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
engine.py feat: price-tag UI, still-image tag passes, and honest tag evidence 2026-09-24 14:11:23 +09:00
fast_test.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
feature_matcher.py feat: recognition server API, reference stream client, and live label memory 2026-09-24 12:31:17 +09:00
gui_app.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
identity.py feat: identity decision contract and session-local observation model 2026-09-24 11:43:41 +09:00
inventory.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
live.py feat: a synthetic store walk, and the live tuning it forced out 2026-09-24 18:09:23 +09:00
observe.py feat: identity decision contract and session-local observation model 2026-09-24 11:43:41 +09:00
ocr.py feat: OCR engine, price-tag geometry, and the cached tag pass 2026-09-24 13:52:15 +09:00
orb.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
pipeline.py feat: identity decision contract and session-local observation model 2026-09-24 11:43:41 +09:00
reconcile.py feat: price-tag UI, still-image tag passes, and honest tag evidence 2026-09-24 14:11:23 +09:00
stream_client.py feat: recognition server API, reference stream client, and live label memory 2026-09-24 12:31:17 +09:00
suft.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
tag_cards.py feat: see the tags we cannot read, so "no tag" means no tag 2026-09-24 22:19:57 +09:00
tags.py feat: see the tags we cannot read, so "no tag" means no tag 2026-09-24 22:19:57 +09:00
test.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
test_api.py test: defend the live session and the server API 2026-09-24 12:44:54 +09:00
test_demo.py feat: a synthetic store walk, and the live tuning it forced out 2026-09-24 18:09:23 +09:00
test_empty.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
test_engine.py test: defend engine and tracking contracts 2026-09-24 12:43:32 +09:00
test_image.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
test_live.py feat: run the tag pass in parallel with recognition, in live and still modes 2026-09-24 13:58:18 +09:00
test_observe.py feat: identity decision contract and session-local observation model 2026-09-24 11:43:41 +09:00
test_ocr_tags.py feat: read a price tag as a card, with the JAN and a tax check 2026-09-24 22:07:41 +09:00
test_real_model.py docs: API contract, README for the server and live mode, real-model test 2026-09-24 12:46:54 +09:00
test_reconcile.py feat: price-tag UI, still-image tag passes, and honest tag evidence 2026-09-24 14:11:23 +09:00
test_suite.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
test_tag_cards.py feat: read a price tag as a card, with the JAN and a tax check 2026-09-24 22:07:41 +09:00
test_tracking.py test: defend engine and tracking contracts 2026-09-24 12:43:32 +09:00
tracking.py fix: use the tracker imports that exist in ultralytics 8.4.153 2026-09-24 13:36:50 +09:00
train.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
yolo_adapter.py feat: identity decision contract and session-local observation model 2026-09-24 11:43:41 +09:00