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pfm-ocr/backend/sources/product_scan_detail_20260714.json
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Rafhan Mazaya FathurrahmanandClaude Fable 5 e76ccb60a6 feat(backend): scan-product accuracy 66.2% -> 79.7% + frozen validation benchmark 
Accuracy work on the 79-image product-scan validation set (user goal: 90%):
- classify_ocr_server.py: 0/90/180/270-degree expiry-date search (stops at
  first hit, 0-degree fallback); classification decoupled onto the upright
  image (rotated frames regressed DINOv2 -6pts until this); cross-line date
  stitching; tiled full-res OCR pass (defeats the 4000px downscale that
  killed small inkjet dates); VL-pipeline expiry fallback with
  keyword-anchored anti-hallucination guard; VL text lines merged into
  text_lines + VL SKU retry. Visualization endpoints removed entirely
  (Visual/Spotting grids - unused by frontend, 3x per-scan GPU cost).
- product-scan.ts: coverage-normalized OCR-evidence re-ranking of DINOv2
  top-K (tuned offline: +8/-0 on top-1 misses), re-ranked class mapped to
  sku_master by SKU prefix; classifier timeout 90s->240s for fallback paths.
- Frozen benchmark: product-test-images-fixed/ (79 renamed images) +
  freeze/seed/build-undetected/capture/experiment scripts; labels trimmed to
  the 79 validation entries (training rows kept in .bak-with-training);
  5 TRAINED-ON SKUs replaced with fresh held-out photos.
- manual-label-scan page: shows last batch-test AI prediction under every
  field by default (new /api/product-scan-results); serves the fixed folder;
  fixed total hydration failure via allowedDevOrigins 127.0.0.1.
- Measured (all-79, zero failures): sku/name 87.3%, expiry 64.6%, overall
  79.7%. Tiles/VL-evidence/VL-SKU deployed but not yet batch-measured.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Gr6HH7JrdsXX8AARejQboM
2026-07-14 19:55:17 +07:00

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{
"timestamp": "2026-07-14T09:56:01.573Z",
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},
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"expected": "CHAMP CRUNCHY NUGGET 450 GR/PAC",
"predicted": "CHAMP CRUNCHY NUGGET 450 GR/PAC"
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},
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"expected": "AKUMO KOIN 400 GR/PAC",
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},
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"expected": "GOLDEN FIESTA STIKIE W/ SWEET CHILLI SAUCE 500GR",
"predicted": "GOLDEN FIESTA STIKIE W/ SWEET CHILLI SAUCE 500GR"
},
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},
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},
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},
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},
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},
{
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},
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},
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},
{
"field": "expiry_date",
"match": true,
"expected": "18/03/2027",
"predicted": "18/03/2027"
}
]
},
{
"filename": "74 21200107.jpeg",
"method": "dinov2_similarity",
"confidence": 0.7222207188606262,
"checks": [
{
"field": "no_sku",
"match": true,
"expected": "21200107",
"predicted": "21200107"
},
{
"field": "nama_item",
"match": true,
"expected": "NEW FIESTA SPAGHETTI CARBONARA 300GR (PAC)",
"predicted": "NEW FIESTA SPAGHETTI CARBONARA 300GR (PAC)"
},
{
"field": "expiry_date",
"match": false,
"expected": "20/05/2027",
"predicted": ""
}
]
},
{
"filename": "75 12010801.jpeg",
"method": "dinov2_similarity",
"confidence": 0.9999999403953552,
"checks": [
{
"field": "no_sku",
"match": true,
"expected": "12010801",
"predicted": "12010801"
},
{
"field": "nama_item",
"match": true,
"expected": "OKEY NUGGET 500GR",
"predicted": "OKEY NUGGET 500GR"
},
{
"field": "expiry_date",
"match": false,
"expected": "02/12/2027",
"predicted": "02/02/2027"
}
]
},
{
"filename": "76 12012504.jpeg",
"method": "dinov2_similarity",
"confidence": 1,
"checks": [
{
"field": "no_sku",
"match": true,
"expected": "12012504",
"predicted": "12012504"
},
{
"field": "nama_item",
"match": true,
"expected": "AKUMO COIN 200 GR/PAC",
"predicted": "AKUMO COIN 200 GR/PAC"
},
{
"field": "expiry_date",
"match": true,
"expected": "05/03/2027",
"predicted": "05/03/2027"
}
]
},
{
"filename": "77 12130504.jpeg",
"method": "dinov2_similarity",
"confidence": 1,
"checks": [
{
"field": "no_sku",
"match": true,
"expected": "12130504",
"predicted": "12130504"
},
{
"field": "nama_item",
"match": true,
"expected": "CHAMP BURGER 315 GR (NEW)",
"predicted": "CHAMP BURGER 315 GR (NEW)"
},
{
"field": "expiry_date",
"match": true,
"expected": "",
"predicted": ""
}
]
},
{
"filename": "78 13050101.jpeg",
"method": "dinov2_similarity",
"confidence": 0.9999382495880127,
"checks": [
{
"field": "no_sku",
"match": true,
"expected": "13050101",
"predicted": "13050101"
},
{
"field": "nama_item",
"match": true,
"expected": "FIESTA SCB 250 GR",
"predicted": "FIESTA SCB 250 GR"
},
{
"field": "expiry_date",
"match": true,
"expected": "",
"predicted": ""
}
]
},
{
"filename": "79 15040102.jpeg",
"method": "dinov2_similarity",
"confidence": 1,
"checks": [
{
"field": "no_sku",
"match": true,
"expected": "15040102",
"predicted": "15040102"
},
{
"field": "nama_item",
"match": true,
"expected": "FIESTA BATTER COATED 1000 GR",
"predicted": "FIESTA BATTER COATED 1000 GR"
},
{
"field": "expiry_date",
"match": true,
"expected": "",
"predicted": ""
}
]
}
],
"failed": []
}
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