vnguyen/product-recognition-demo
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tngo ff1ed6ebc5 feat(eval): score the shipped local lane, and harden catalog enrollment 
The default backend could not be scored by the repo's own evaluator, so the
number that justifies the architecture lived only in an ad-hoc script.

- eval_identity.py: `--lanes local` wraps identity_lanes.LocalLane and
  TextLane behind the same four ceilings as every other lane. `Lane.decide`
  is now the seam: the default runs the shared gate over the lane's ranking,
  and the fused local+text lane overrides it, so the production decision is
  what gets scored rather than a re-implementation of it.
- rebuild_catalog.py: one-directional image/CSV match (an enrolled image with
  no row refuses; a row with no image is a text-only coverage gap), packshot
  OCR against the catalog name, capture-session refusal from an evaluation
  manifest, and the 160 px floor. The CSV is copied byte-for-byte so all 12
  rows survive a rebuild, and unmanaged files are carried over.

Reproduced from the repo, live resolution: 59% end-to-end at 95% precision,
2 false accepts of 48 unknowns, 20.6 ms per crop.
2026-09-28 22:33:33 +09:00
..
web fix: restore reliable authenticated live recognition 2026-09-28 12:38:15 +09:00
__init__.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
app.py feat(identity): local-feature matcher plus text lane as the default backend 2026-09-28 22:27:21 +09:00
bench_engine.py feat: recognition engine and session tracker for multi-client serving 2026-09-24 11:52:59 +09:00
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 refactor: make the matcher and detector safe for concurrent clients 2026-09-24 11:43:24 +09:00
empty_shelf_detector.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
engine.py feat(identity): local-feature matcher plus text lane as the default backend 2026-09-28 22:27:21 +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_identity.py feat(eval): score the shipped local lane, and harden catalog enrollment 2026-09-28 22:33:33 +09:00
eval_live.py feat(identity): local-feature matcher plus text lane as the default backend 2026-09-28 22:27:21 +09:00
feature_matcher.py feat: recognition server API, reference stream client, and live label memory 2026-09-24 12:31:17 +09:00
finetune_identity.py fix: refuse unavailable gallery and pin head trainer 2026-09-28 14:41:57 +09:00
gallery.py feat(identity): local-feature matcher plus text lane as the default backend 2026-09-28 22:27:21 +09:00
identity.py feat(identity): local-feature matcher plus text lane as the default backend 2026-09-28 22:27:21 +09:00
identity_lanes.py feat(identity): local-feature matcher plus text lane as the default backend 2026-09-28 22:27:21 +09:00
inventory.py Initial commit for push folder 2026-09-18 09:13:53 +09:00
live.py feat(identity): local-feature matcher plus text lane as the default backend 2026-09-28 22:27:21 +09:00
ocr.py feat: add bounded crop evidence and keyed gallery cache 2026-09-28 15:49:34 +09:00
rebuild_catalog.py feat(eval): score the shipped local lane, and harden catalog enrollment 2026-09-28 22:33:33 +09:00
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 feat(identity): local-feature matcher plus text lane as the default backend 2026-09-28 22:27:21 +09:00
test_engine.py feat(identity): local-feature matcher plus text lane as the default backend 2026-09-28 22:27:21 +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_identity.py refactor: delete the legacy session model 2026-09-28 17:47:50 +09:00
test_live.py feat(identity): local-feature matcher plus text lane as the default backend 2026-09-28 22:27:21 +09:00
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_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 Initial commit for push folder 2026-09-18 09:13:53 +09:00
transport.py fix: guard reserved sessions and bounded response state 2026-09-28 13:41:35 +09:00