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docs(decision): record the far-unknown calibration and the gate status

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The far-unknown claim in the verdict said 0.2-0.7% on 602 crops. That was the
audit's variant matcher on the add/ photos; the shipped lane at the shipped
lines was 3.61% on the Wikimedia sets. Both are now stated, with the sweep that
chose 4.0/4 and the live-endpoint result: 44 named, 42 correct, 95.5% precision
against 53/48/90.6% before.

Gate status is recorded per gate rather than as a blanket claim: G2 and G3's
far half pass offline, G8 passes, and G1/G4/G5/G6/G7 are not yet measured on
held-out data because Tier 2 does not exist.

The Wikimedia manifests and results are committed; the 59 MB of images are not,
because collect_shelf_images.py fetches them from the source URLs the manifests
record.
This commit is contained in:
kiyo9w 2026-09-29 04:11:00 +09:00
parent 07de2bd37d
commit 4bdad66bbe
7 changed files with 1264 additions and 2 deletions
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24
recognization/data/evaluations/2026-09-29-session/server-smoke/gate-summary.json Normal file
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{
"endpoint": "/v1/recognize",
"image": "add/image6.jpg",
"catalog": "stock-lopia-clean",
"gates": "LOCAL_ACCEPT=4.0 TEXT_MIN_SHARED=4",
"detections": 111,
"named": 44,
"matched": 44,
"correct": 42,
"wrong": 2,
"precision": 0.955,
"wrong_detail": [
"sku_l07 vs unknown",
"sku_l03 vs unknown"
],
"previous": {
"gates": "2.0/2",
"named": 53,
"correct": 48,
"wrong": 5,
"precision": 0.906
},
"note": "Live still endpoint, box-IoU matched to the corrected labels. The stricter gates trade 9 names for 3 wrong labels."
}

1
recognization/data/evaluations/2026-09-29-session/server-smoke/recognize-gate-calibrated.json Normal file
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116
recognization/data/external-shelves/wikimedia-commons-2/eval_result.json Normal file
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{
"dataset": "wikimedia-commons-2",
"catalog": "stock-lopia-clean",
"note": "Unrelated shelves: every accept is a false accept by construction.",
"images": 15,
"detections": 421,
"false_accepts": 1,
"false_accept_rate": 0.0024,
"rows": [
{
"file": "000_1920px-2011年4月の牛乳_(5588310773).jpg",
"title": "File:2011年4月の牛乳 (5588310773).jpg",
"detections": 78,
"false_accepts": 1,
"ms": 2983
},
{
"file": "001_Candy_in_Japan_2005_(5256472).jpg",
"title": "File:Candy in Japan 2005 (5256472).jpg",
"detections": 12,
"false_accepts": 0,
"ms": 387
},
{
"file": "004_page1-960px-History_of_the_Toledo_Police_Department.djvu.jpg",
"title": "File:History of the Toledo Police Department.djvu",
"detections": 24,
"false_accepts": 0,
"ms": 246
},
{
"file": "007_Japan_earthquake_store_shelves.jpg",
"title": "File:Japan earthquake store shelves.jpg",
"detections": 4,
"false_accepts": 0,
"ms": 97
},
{
"file": "009_Milk_(2655574568).jpg",
"title": "File:Milk (2655574568).jpg",
"detections": 58,
"false_accepts": 0,
"ms": 1379
},
{
"file": "010_Natsuge-mikado_okashi.jpg",
"title": "File:Natsuge-mikado okashi.jpg",
"detections": 7,
"false_accepts": 0,
"ms": 259
},
{
"file": "012_1920px-Supermarket_in_2006_(646332846).jpg",
"title": "File:Supermarket in 2006 (646332846).jpg",
"detections": 129,
"false_accepts": 0,
"ms": 2672
},
{
"file": "013_page1-1280px-Tangled_Hair.djvu.jpg",
"title": "File:Tangled Hair.djvu",
"detections": 0,
"false_accepts": 0,
"ms": 20
},
{
"file": "014_1920px-「ペヤング」予想通りの大売れ！_(18634213682).jpg",
"title": "File:「ペヤング」予想通りの大売れ！ (18634213682).jpg",
"detections": 27,
"false_accepts": 0,
"ms": 324
},
{
"file": "015_1920px-お客様各位_2008_国内産バター_(2429997079).jpg",
"title": "File:お客様各位 2008 国内産バター (2429997079).jpg",
"detections": 14,
"false_accepts": 0,
"ms": 529
},
{
"file": "016_1920px-パン売り場_手動ドア式_2016_(28574754416).jpg",
"title": "File:パン売り場 手動ドア式 2016 (28574754416).jpg",
"detections": 21,
"false_accepts": 0,
"ms": 543
},
{
"file": "017_1920px-プラレール_2015_(22339689873).jpg",
"title": "File:プラレール 2015 (22339689873).jpg",
"detections": 12,
"false_accepts": 0,
"ms": 254
},
{
"file": "018_一家族様一本限り_(5588902836).jpg",
"title": "File:一家族様一本限り (5588902836).jpg",
"detections": 27,
"false_accepts": 0,
"ms": 1385
},
{
"file": "019_1920px-洗濯洗剤_(10852819193).jpg",
"title": "File:洗濯洗剤 (10852819193).jpg",
"detections": 8,
"false_accepts": 0,
"ms": 158
},
{
"file": "021_1920px-要冷蔵_(4513315790).jpg",
"title": "File:要冷蔵 (4513315790).jpg",
"detections": 0,
"false_accepts": 0,
"ms": 21
}
]
}

225
recognization/data/external-shelves/wikimedia-commons-2/manifest.json Normal file
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{
"source": "Wikimedia Commons",
"images": [
{
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"title": "File:2011年4月の牛乳 (5588310773).jpg",
"width": 2048,
"height": 1360,
"license": "CC BY-SA 2.0",
"artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/35126719@N02\">m-jy</a>",
"source": "https://commons.wikimedia.org/wiki/File%3A2011%E5%B9%B44%E6%9C%88%E3%81%AE%E7%89%9B%E4%B9%B3_%285588310773%29.jpg",
"queries": 1
},
{
"file": "001_Candy_in_Japan_2005_(5256472).jpg",
"title": "File:Candy in Japan 2005 (5256472).jpg",
"width": 1350,
"height": 1800,
"license": "CC BY-SA 2.0",
"artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/97624390@N00\">OpenCage</a>",
"source": "https://commons.wikimedia.org/wiki/File%3ACandy_in_Japan_2005_%285256472%29.jpg",
"queries": 1
},
{
"file": "002_1920px-Empty_shelves_in_Tokyo_area_as_people_get_ready_for_t",
"title": "File:Empty shelves in Tokyo area as people get ready for typhoon Hagibis - Oct 11 2019 330pm.jpeg",
"width": 4027,
"height": 3018,
"license": "CC BY 4.0",
"artist": "<a href=\"//commons.wikimedia.org/wiki/User:Nesnad\" title=\"User:Nesnad\">Nesnad</a>",
"source": "https://commons.wikimedia.org/wiki/File%3AEmpty_shelves_in_Tokyo_area_as_people_get_ready_for_typhoon_Hagibis_-_Oct_11_2019_330pm.jpeg",
"queries": 1
},
{
"file": "003_1920px-HK_SW_上環_Sheung_Wan_德輔道西_88_Des_Voeux_Road_West_shop_",
"title": "File:HK SW 上環 Sheung Wan 德輔道西 88 Des Voeux Road West shop 惠康超級市場 Wellcome Supermarket goods August 2020 SS2 27.jpg",
"width": 4128,
"height": 3096,
"license": "CC BY-SA 4.0",
"artist": "<a href=\"//commons.wikimedia.org/wiki/User:Gutygore_Kfsoe_bfzdao\" title=\"User:Gutygore Kfsoe bfzdao\">Gutygore Kfsoe bfzdao</a>",
"source": "https://commons.wikimedia.org/wiki/File%3AHK_SW_%E4%B8%8A%E7%92%B0_Sheung_Wan_%E5%BE%B7%E8%BC%94%E9%81%93%E8%A5%BF_88_Des_Voeux_Road_West_shop_%E6%83%A0%E5%BA%B7%E8%B6%85%E7%B4%9A%E5%B8%82%E5%A0%B4_Wellcome_Supermarket_goods_August_2020_SS2_27.jpg",
"queries": 1
},
{
"file": "004_page1-960px-History_of_the_Toledo_Police_Department.djvu.jpg",
"title": "File:History of the Toledo Police Department.djvu",
"width": 1105,
"height": 1500,
"license": "Public domain",
"artist": "<div class=\"fn value\">\nToledo (Ohio). Division of Police</div>",
"source": "https://commons.wikimedia.org/wiki/File%3AHistory_of_the_Toledo_Police_Department.djvu",
"queries": 1
},
{
"file": "005_1920px-Illuminated_wooden_shelf_with_many_glass_jars_contain",
"title": "File:Illuminated wooden shelf with many glass jars containing cookies for sale in Tokyo.jpg",
"width": 4037,
"height": 6055,
"license": "CC BY-SA 4.0",
"artist": "<a href=\"//commons.wikimedia.org/wiki/User:Basile_Morin\" title=\"User:Basile Morin\">Basile Morin</a>",
"source": "https://commons.wikimedia.org/wiki/File%3AIlluminated_wooden_shelf_with_many_glass_jars_containing_cookies_for_sale_in_Tokyo.jpg",
"queries": 1
},
{
"file": "006_1920px-Interior_of_JUSCO_Shingu_Shopping_Center_20100213c.JP",
"title": "File:Interior of JUSCO Shingu Shopping Center 20100213c.JPG",
"width": 3648,
"height": 2736,
"license": "CC0",
"artist": "<a href=\"//commons.wikimedia.org/wiki/User:%E7%8E%84%E5%8F%B2%E7%94%9F\" title=\"User:玄史生\">玄史生</a>",
"source": "https://commons.wikimedia.org/wiki/File%3AInterior_of_JUSCO_Shingu_Shopping_Center_20100213c.JPG",
"queries": 1
},
{
"file": "007_Japan_earthquake_store_shelves.jpg",
"title": "File:Japan earthquake store shelves.jpg",
"width": 1600,
"height": 1200,
"license": "CC0",
"artist": "<a href=\"//commons.wikimedia.org/w/index.php?title=User:Kellykaneshiro&amp;action=edit&amp;redlink=1\" class=\"new\" title=\"User:Kellykaneshiro (page does not exist)\">Kellykaneshiro</a>",
"source": "https://commons.wikimedia.org/wiki/File%3AJapan_earthquake_store_shelves.jpg",
"queries": 1
},
{
"file": "008_page1-960px-Judge_v067_n1726_(1914-11-14.Leslie-Judge)_(Darw",
"title": "File:Judge v067 n1726 (1914-11-14.Leslie-Judge) (Darwin-IA).djvu",
"width": 1192,
"height": 1500,
"license": "Public domain",
"artist": "",
"source": "https://commons.wikimedia.org/wiki/File%3AJudge_v067_n1726_%281914-11-14.Leslie-Judge%29_%28Darwin-IA%29.djvu",
"queries": 1
},
{
"file": "009_Milk_(2655574568).jpg",
"title": "File:Milk (2655574568).jpg",
"width": 1600,
"height": 1200,
"license": "CC BY 2.0",
"artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/36014533@N00\">yumtan</a>",
"source": "https://commons.wikimedia.org/wiki/File%3AMilk_%282655574568%29.jpg",
"queries": 1
},
{
"file": "010_Natsuge-mikado_okashi.jpg",
"title": "File:Natsuge-mikado okashi.jpg",
"width": 1200,
"height": 900,
"license": "CC BY-SA 4.0",
"artist": "<a href=\"//commons.wikimedia.org/wiki/User:8joKeaton\" title=\"User:8joKeaton\">8joKeaton</a>",
"source": "https://commons.wikimedia.org/wiki/File%3ANatsuge-mikado_okashi.jpg",
"queries": 1
},
{
"file": "011_page1-1920px-Overland_through_Asia._by_Knox,_Thomas_Wallace.",
"title": "File:Overland through Asia. by Knox, Thomas Wallace.djvu",
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"height": 4212,
"license": "Public domain",
"artist": "<bdi><a href=\"https://en.wikipedia.org/wiki/en:Thomas_W._Knox\" class=\"extiw\" title=\"w:en:Thomas W. Knox\"><span title=\"American writer (1835-1896)\">Thomas W. Knox</span></a></bdi>",
"source": "https://commons.wikimedia.org/wiki/File%3AOverland_through_Asia._by_Knox%2C_Thomas_Wallace.djvu",
"queries": 1
},
{
"file": "012_1920px-Supermarket_in_2006_(646332846).jpg",
"title": "File:Supermarket in 2006 (646332846).jpg",
"width": 2000,
"height": 3008,
"license": "CC BY 2.0",
"artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/56825141@N00\">Simon Helle Nielsen</a>",
"source": "https://commons.wikimedia.org/wiki/File%3ASupermarket_in_2006_%28646332846%29.jpg",
"queries": 1
},
{
"file": "013_page1-1280px-Tangled_Hair.djvu.jpg",
"title": "File:Tangled Hair.djvu",
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"height": 2129,
"license": "Public domain",
"artist": "<bdi><a href=\"https://en.wikipedia.org/wiki/en:Yosano_Akiko\" class=\"extiw\" title=\"w:en:Yosano Akiko\"><span title=\"Japanese tanka poet (1878–1942)\">Akiko Yosano</span></a></bdi>",
"source": "https://commons.wikimedia.org/wiki/File%3ATangled_Hair.djvu",
"queries": 1
},
{
"file": "014_1920px-「ペヤング」予想通りの大売れ！_(18634213682).jpg",
"title": "File:「ペヤング」予想通りの大売れ！ (18634213682).jpg",
"width": 3264,
"height": 2448,
"license": "CC BY 2.0",
"artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/40781985@N08\">Nori Norisa</a>",
"source": "https://commons.wikimedia.org/wiki/File%3A%E3%80%8C%E3%83%9A%E3%83%A4%E3%83%B3%E3%82%B0%E3%80%8D%E4%BA%88%E6%83%B3%E9%80%9A%E3%82%8A%E3%81%AE%E5%A4%A7%E5%A3%B2%E3%82%8C%EF%BC%81_%2818634213682%29.jpg",
"queries": 1
},
{
"file": "015_1920px-お客様各位_2008_国内産バター_(2429997079).jpg",
"title": "File:お客様各位 2008 国内産バター (2429997079).jpg",
"width": 3680,
"height": 2760,
"license": "CC BY 2.0",
"artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/56804885@N00\">Kenichiro MATOHARA</a>",
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"queries": 1
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{
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"height": 2448,
"license": "CC BY 2.0",
"artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/27983255@N00\">Tatsuo Yamashita</a>",
"source": "https://commons.wikimedia.org/wiki/File%3A%E3%83%97%E3%83%A9%E3%83%AC%E3%83%BC%E3%83%AB_2015_%2822339689873%29.jpg",
"queries": 1
},
{
"file": "018_一家族様一本限り_(5588902836).jpg",
"title": "File:一家族様一本限り (5588902836).jpg",
"width": 1360,
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"license": "CC BY-SA 2.0",
"artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/35126719@N02\">m-jy</a>",
"source": "https://commons.wikimedia.org/wiki/File%3A%E4%B8%80%E5%AE%B6%E6%97%8F%E6%A7%98%E4%B8%80%E6%9C%AC%E9%99%90%E3%82%8A_%285588902836%29.jpg",
"queries": 1
},
{
"file": "019_1920px-洗濯洗剤_(10852819193).jpg",
"title": "File:洗濯洗剤 (10852819193).jpg",
"width": 4361,
"height": 3264,
"license": "CC BY 2.0",
"artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/75483054@N00\">Tamaki Sono</a>",
"source": "https://commons.wikimedia.org/wiki/File%3A%E6%B4%97%E6%BF%AF%E6%B4%97%E5%89%A4_%2810852819193%29.jpg",
"queries": 1
},
{
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"title": "File:申し訳ございませんが ごめんなさい お魚本日の調理は終了いたしました。 どうぞよろしくお願いします (11331761984).jpg",
"width": 4000,
"height": 2672,
"license": "CC BY 2.0",
"artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/110295958@N06\">ChingHua Chung</a>",
"source": "https://commons.wikimedia.org/wiki/File%3A%E7%94%B3%E3%81%97%E8%A8%B3%E3%81%94%E3%81%96%E3%81%84%E3%81%BE%E3%81%9B%E3%82%93%E3%81%8C_%E3%81%94%E3%82%81%E3%82%93%E3%81%AA%E3%81%95%E3%81%84_%E3%81%8A%E9%AD%9A%E6%9C%AC%E6%97%A5%E3%81%AE%E8%AA%BF%E7%90%86%E3%81%AF%E7%B5%82%E4%BA%86%E3%81%84%E3%81%9F%E3%81%97%E3%81%BE%E3%81%97%E3%81%9F%E3%80%82_%E3%81%A9%E3%81%86%E3%81%9E%E3%82%88%E3%82%8D%E3%81%97%E3%81%8F%E3%81%8A%E9%A1%98%E3%81%84%E3%81%97%E3%81%BE%E3%81%99_%2811331761984%29.jpg",
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"title": "File:要冷蔵 (4513315790).jpg",
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"license": "CC BY 2.0",
"artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/47256332@N05\">Hajime Nagahata</a>",
"source": "https://commons.wikimedia.org/wiki/File%3A%E8%A6%81%E5%86%B7%E8%94%B5_%284513315790%29.jpg",
"queries": 1
}
]
}

298
recognization/data/external-shelves/wikimedia-commons/eval_result.json Normal file
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@ -0,0 +1,298 @@
{
"dataset": "wikimedia-commons",
"catalog": "stock-lopia-clean",
"note": "Unrelated shelves: every accept is a false accept by construction.",
"images": 41,
"detections": 1876,
"false_accepts": 7,
"false_accept_rate": 0.0037,
"rows": [
{
"file": "000_1920px-198円_中華弁当_2016_(25800617695).jpg",
"title": "File:198円 中華弁当 2016 (25800617695).jpg",
"detections": 2,
"false_accepts": 0,
"ms": 813
},
{
"file": "001_1920px-2011年4月の牛乳_(5588310773).jpg",
"title": "File:2011年4月の牛乳 (5588310773).jpg",
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"false_accepts": 1,
"ms": 2983
},
{
"file": "002_1920px-20140909-0252_Costa_Mesa_Mitsuwa.JPG",
"title": "File:20140909-0252 Costa Mesa Mitsuwa.JPG",
"detections": 95,
"false_accepts": 0,
"ms": 2204
},
{
"file": "003_1920px-Aomori_Home_(4721758999).jpg",
"title": "File:Aomori Home (4721758999).jpg",
"detections": 76,
"false_accepts": 0,
"ms": 2995
},
{
"file": "008_1920px-Azabudai-Hills---2025-04-05_015.jpg",
"title": "File:Azabudai-Hills---2025-04-05 015.jpg",
"detections": 37,
"false_accepts": 2,
"ms": 2272
},
{
"file": "010_1920px-Breathalyzers_in_a_MaxValu_supermarket.jpg",
"title": "File:Breathalyzers in a MaxValu supermarket.jpg",
"detections": 5,
"false_accepts": 0,
"ms": 306
},
{
"file": "011_1920px-Chocolate_in_Japan_(5137097169).jpg",
"title": "File:Chocolate in Japan (5137097169).jpg",
"detections": 65,
"false_accepts": 1,
"ms": 2295
},
{
"file": "014_1920px-Deer_cookies_at_Nara,_Japan.jpg",
"title": "File:Deer cookies at Nara, Japan.jpg",
"detections": 10,
"false_accepts": 0,
"ms": 374
},
{
"file": "015_1920px-ESL_Price_Tag.JPG",
"title": "File:ESL Price Tag.JPG",
"detections": 32,
"false_accepts": 0,
"ms": 1022
},
{
"file": "017_1920px-Food-with-physiological-energy-value-example.jpg",
"title": "File:Food-with-physiological-energy-value-example.jpg",
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57
recognization/docs/research/2026-09-28-recognition-architecture/DECISION.md
View file

@ -56,8 +56,13 @@ store-scoped, enrolled catalog, with live-video evidence accumulation**.
every enrolled reference can be verified exhaustively. With thousands, it
becomes retrieval plus verification (§6).
- **Open set is the dominant difficulty, and it comes in two kinds.** *Far*
unknowns (other categories) are rejected easily: 0.2–0.7 % false accepts on
602 unrelated crops at a threshold that keeps most correct labels. *Near*
unknowns (other categories) are rejected easily **once the accept lines are
calibrated against them**: 0.37 % and 0.24 % false accepts on 2297 crops from
56 unrelated Wikimedia supermarket photos, at a threshold that keeps 42 of 48
correct image6 labels. The audit's 0.2-0.7 % was measured on 602 crops from
the `add/` photos with the audit's own variant matcher; the shipped lane at
the shipped lines was 3.61 % until 2026-09-29 (§ Re-measured, far unknowns).
*Near*
unknowns (siblings of enrolled products: Kewpie 450 g next to Kewpie からし,
Pure Select plain next to Pure Select コクうま) produce genuine,
geometrically consistent evidence and can't be thresholded away. Near
@ -389,6 +394,14 @@ with always-argmax, run on that same catalog.
| G7 hubness | max predicted-SKU share ÷ that SKU's true share | ≤ 2.0 |
| G8 runtime | server identity latency p95 per crop; server memory | ≤ 60 ms; within the demo host's budget |
Status 2026-09-29, offline on image6 plus the Wikimedia distractor sets:
**G2 passes** (95 % precision, full resolution). **G3's far-unknown half
passes** (0.37 % / 0.24 % on 2297 unrelated crops); its near-unknown half is
measured on image6 only, where the size gate rejects the documented 450 g case.
**G8 passes** (identity p95 well inside 60 ms). **G1, G4, G5, G6, G7 are not
yet measured on held-out data** - Tier 2 does not exist, and G4/G5 need a
recorded walk. Nothing here is a device-path result.
Not complete until G1–G7 pass on the device path (Tier 3), not just offline.
---
@ -838,6 +851,46 @@ out of "210g"), and percentages are excluded because "カロリー 50% カット
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 83 of
2297 crops from 56 Wikimedia Commons supermarket photos of milk, soy and snack
shelves - 3.61 %, against G3's 1 %.
Those photos share nothing with the LOPIA catalog, so every accept is a false
accept by construction. Two mechanisms produced them:
- **The text lane answered on two coincidental bigrams.** The vocabulary filter
drops bigrams no catalog name contains, so a short garbage read can end up
with a perfect ratio on two pairs. 20 of 26 text-lane answers rested on
exactly two: `避くて おいしい` named `sku_l12` through おい/いし.
- **The local lane accepted pure geometry.** The residual 25 were matches with
no text overlap at all, scoring 2.26-4.81 against an accept line of 2.0.
Both lines moved: `TEXT_MIN_SHARED` 2 -> 4, `LOCAL_ACCEPT` 2.0 -> 4.0. Measured
on 2297 distractor crops and 109 image6 facings:
| `LOCAL_ACCEPT` | `TEXT_MIN_SHARED` | image6 shown / correct | precision | false accepts |
|---|---|---|---|---|
| 2.0 | 2 | 54 / 49 | 90.7 % | 83 (3.61 %) |
| 2.0 | 4 | 52 / 48 | 92.3 % | 30 (1.31 %) |
| **4.0** | **4** | **44 / 42** | **95.5 %** | **8 (0.35 %)** |
| 5.0 | 6 | 36 / 36 | 100.0 % | 0 (0.00 %) |
4.0/4 is the only region passing both G2 (>= 95 % precision) and G3 (<= 1 %
far-unknown) with coverage left. On the shipped evaluator that is 66 %
end-to-end at 95 % precision with 2 false accepts, against 77 % / 91 % / 5
before - the coverage is what the precision costs, and G2 is the gate that says
to pay it.
Reproduce: `.venv/bin/python code/eval_distractors.py --stock stock-lopia-clean
--write data/external-shelves/wikimedia-commons data/external-shelves/wikimedia-commons-2`.
The images are fetched by `code/collect_shelf_images.py` and are not committed;
the manifests (source URL, licence, artist) and the results are.
### External benchmark: 19 scored, 0 false accepts
The image6 shelf is one photo with one label set, so every number above is