product-recognition-demo/recognization/code
kiyo9w 84ca113b90 fix: stop re-gating gallery scores in the live path
`score_crop` returns only scores the gallery already accepted: the raw 0.55
line, or the fine-tuned head's own 0.40. The live path then ranked that
aggregate with `decide_identity(scale="cosine")`, whose defaults rewrite to
COSINE_ACCEPT 0.60 / COSINE_AMBIGUOUS 0.50 - a second, higher line. Every head
match between 0.40 and 0.60 was therefore refused or downgraded to ambiguous,
which is the live regression: the head's own training views score 0.57-0.77.

`engine.inspect` and `_classify_with_gallery` already avoid this by ranking
through `decision_for_match`, which applies only the published margin. The live
path now does the same: on the cosine scale it passes explicit zero accept
lines, so the margin gate is the only extra gate.

Regression tests: a 0.45 head-scale match is labelled (fails on the previous
code), and a 0.45/0.44 pair inside the margin stays unnamed.

Verified: `python -m unittest discover -s code -p 'test_*.py'` - 257 tests, OK,
2 skipped.
2026-09-28 17:34:47 +09:00
..
web fix: restore reliable authenticated live recognition 2026-09-28 12:38:15 +09:00
__init__.py
app.py fix: bound and gate the crop evidence lane 2026-09-28 17:22:52 +09:00
bench_engine.py
bench_identity.py feat: a multi-view embedding gallery, because one template per SKU cannot work 2026-09-24 23:43:27 +09:00
build_store_from_shelf.py fix: require explicit safe shelf enrollment paths 2026-09-28 13:41:43 +09:00
collect_shelf_images.py feat: a live path that uses the enrolled store, and a demo server a phone can reach 2026-09-25 10:51:57 +09:00
detector.py
empty_shelf_detector.py
engine.py perf: reuse sample dimensions and catalog digest 2026-09-28 14:06:34 +09:00
eval_external_images.py test: evaluate on 54 real store photos the pipeline has never seen 2026-09-25 02:21:00 +09:00
eval_live.py fix: record and require the walk identity backend 2026-09-28 14:42:03 +09:00
feature_matcher.py
finetune_identity.py fix: refuse unavailable gallery and pin head trainer 2026-09-28 14:41:57 +09:00
gallery.py fix: serialize gallery inference so Metal cannot be entered twice 2026-09-28 17:22:55 +09:00
identity.py fix: restore reliable authenticated live recognition 2026-09-28 12:38:15 +09:00
inventory.py
live.py fix: stop re-gating gallery scores in the live path 2026-09-28 17:34:47 +09:00
observe.py
ocr.py feat: add bounded crop evidence and keyed gallery cache 2026-09-28 15:49:34 +09:00
pipeline.py
reconcile.py fix: a tag may not accuse on weak evidence, nor name a distant product 2026-09-25 01:30:03 +09:00
record.py fix: record and require the walk identity backend 2026-09-28 14:42:03 +09:00
shelf_map.py feat: a shelf map, so a facing outlives the track id that found it 2026-09-25 01:54:38 +09:00
stream_client.py fix: restore reliable authenticated live recognition 2026-09-28 12:38:15 +09:00
tag_cards.py fix: restore reliable authenticated live recognition 2026-09-28 12:38:15 +09:00
tags.py fix: bind tag projection to each frame origin 2026-09-28 14:41:49 +09:00
test_api.py fix: bound and gate the crop evidence lane 2026-09-28 17:22:52 +09:00
test_engine.py fix: refuse unavailable gallery and pin head trainer 2026-09-28 14:41:57 +09:00
test_eval_live.py fix: record and require the walk identity backend 2026-09-28 14:42:03 +09:00
test_gallery.py fix: serialize gallery inference so Metal cannot be entered twice 2026-09-28 17:22:55 +09:00
test_live.py fix: stop re-gating gallery scores in the live path 2026-09-28 17:34:47 +09:00
test_observe.py
test_ocr_tags.py fix: bind tag projection to each frame origin 2026-09-28 14:41:49 +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 fix: a tag may not accuse on weak evidence, nor name a distant product 2026-09-25 01:30:03 +09:00
test_record.py fix: record and require the walk identity backend 2026-09-28 14:42:03 +09:00
test_shelf_map.py feat: a shelf map, so a facing outlives the track id that found it 2026-09-25 01:54:38 +09:00
test_suite.py
test_tag_cards.py fix: the number on the tag is the regular price, and a price must be corroborated 2026-09-25 01:29:46 +09:00
test_tag_identity.py fix: a tag may not accuse on weak evidence, nor name a distant product 2026-09-25 01:30:03 +09:00
test_tracking.py test: defend engine and tracking contracts 2026-09-24 12:43:32 +09:00
tracking.py fix: restore reliable authenticated live recognition 2026-09-28 12:38:15 +09:00
train.py
transport.py fix: guard reserved sessions and bounded response state 2026-09-28 13:41:35 +09:00
yolo_adapter.py