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product-recognition-demo/recognization/stock-demo
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kiyo9w 0e23425ef0 feat: a live path that uses the enrolled store, and a demo server a phone can reach 
The live session scored crops with the matcher regardless of the configured identity
backend, so a live scan used the old mechanism while the still path used the enrolled
gallery - measured, the matcher accepts look-alikes and cannot say "unknown", which is
exactly what a real shelf needs it to do. score_crop now routes to the gallery, and
the decision uses a similarity scale (accept at 0.60 with a 0.04 margin) rather than
inlier-count thresholds that mean nothing on a cosine.

The synthetic walk is gone: demo.py, demo_replay.py, the /v1/demo endpoints and the
walk benchmark are deleted, and the app's frame source is the camera on a device (the
single-image replay stays for the simulator, which has no camera).

stock-demo merges both demo shelves (27 products, 62 views, trained head) so one
server recognises either image, and run-demo-server.sh starts it bound to 0.0.0.0 and
prints the exact URL to put in Config.xcconfig.

Verified over the LAN with 1280x960 frames: 40 frames in 5.3s, 9 products recognised
on demo image 1.

Co-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-25 10:51:57 +09:00
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identity_head.pt 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
sku_k01.jpeg 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
sku_k01_1.jpeg 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
sku_k01_2.jpeg 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
sku_k01_3.jpeg 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
sku_k01_4.jpeg 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
sku_k01_5.jpeg 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
sku_k01_6.jpeg 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
sku_k01_7.jpeg 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
sku_k01_8.jpeg 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
sku_k02.jpeg 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
sku_k02_1.jpeg 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
sku_k02_2.jpeg 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
sku_k02_3.jpeg 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
sku_k02_4.jpeg 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
sku_k02_5.jpeg 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
sku_k02_6.jpeg 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
sku_k03.jpeg 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
sku_k03_1.jpeg 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
sku_k03_2.jpeg 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
sku_k04.jpeg 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
sku_k04_1.jpeg 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
sku_k04_2.jpeg 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
sku_k04_3.jpeg 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
sku_k04_4.jpeg 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
sku_k04_5.jpeg 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
sku_k04_6.jpeg 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
sku_k04_7.jpeg 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
sku_k04_8.jpeg 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
sku_k05.jpeg 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
sku_k05_1.jpeg 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
sku_k05_2.jpeg 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
sku_k06.jpeg 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
sku_k07.jpeg 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
sku_k07_1.jpeg 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
sku_k08.jpeg 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
sku_k08_1.jpeg 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
sku_k09.jpeg 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
sku_k09_1.jpeg 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
sku_k09_2.jpeg 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
sku_k10.jpeg 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
sku_k10_1.jpeg 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
sku_k10_2.jpeg 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
sku_k11.jpeg 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
sku_k11_1.jpeg 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
sku_k12.jpeg 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
sku_k13.jpeg 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
sku_m01.jpeg 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
sku_m01_1.jpeg 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
sku_m01_2.jpeg 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
sku_m02.jpeg 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
sku_m03.jpeg 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
sku_m04.jpeg 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
sku_m05.jpeg 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
sku_m06.jpeg 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
sku_m07.jpeg 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
sku_m08.jpeg 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
sku_m09.jpeg 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
sku_m10.jpeg 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
sku_m11.jpeg 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
sku_m12.jpeg 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
sku_m13.jpeg 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
sku_m14.jpeg 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
stock.csv 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