Canonical sample

dt-5ea40971681dee681f6b2606

Seed
10851
Template
invoice-industrial-grid-v1
Renderer
pillow-opencv-v0.5.0-physical-assets-v1
Recipe
receipt_camera_capture

Exact recipe

[
  {
    "condition": "perspective",
    "parameters": {
      "corner_offset_fraction": 0.06718,
      "frame_scale": 0.36
    },
    "severity": 0.6584
  },
  {
    "condition": "low_light",
    "parameters": {
      "gain": 0.5633,
      "shot_noise_sigma": 21.0902
    },
    "severity": 0.6238
  },
  {
    "condition": "color_cast",
    "parameters": {
      "bgr_gains": [
        0.8974,
        1.0181,
        1.1207
      ]
    },
    "severity": 0.6034
  },
  {
    "condition": "jpeg",
    "parameters": {
      "quality": 38
    },
    "severity": 0.7806
  }
]

Quality metrics

{
  "blur_laplacian_variance": 1015.3416,
  "brightness_mean": 126.6062,
  "brightness_std": 12.8202,
  "contrast_rms": 12.8202,
  "damage_coverage": 1,
  "document_area_fraction": 0.9998,
  "edge_distortion": 0.039813,
  "glare_coverage": 0,
  "mean_color_shift": 122.4739,
  "shadow_coverage": 0.001398
}

OCR output + metrics

{
  "engine": "tesseract",
  "engine_version": "5.5.0",
  "exit_code": 0,
  "field_metrics": {
    "date_field_accuracy": 0,
    "field_exact_match": 0.036364,
    "field_normalized_match": 0.036364,
    "matched_fields": 2,
    "numeric_field_accuracy": 0.052632,
    "total_fields": 55
  },
  "field_results": [
    {
      "exact_match": false,
      "field_id": "currency",
      "field_type": "currency",
      "normalized_match": false,
      "value": "USD"
    },
    {
      "exact_match": false,
      "field_id": "customer_address",
      "field_type": "customer_address",
      "normalized_match": false,
      "value": "Toronto, ON M5V 1A1"
    },
    {
      "exact_match": false,
      "field_id": "customer_name",
      "field_type": "customer_name",
      "normalized_match": false,
      "value": "Beacon Freight Services"
    },
    {
      "exact_match": false,
      "field_id": "discount",
      "field_type": "discount",
      "normalized_match": false,
      "value": "$0.00"
    },
    {
      "exact_match": false,
      "field_id": "due_date",
      "field_type": "due_date",
      "normalized_match": false,
      "value": "2026-05-28"
    },
    {
      "exact_match": false,
      "field_id": "invoice_date",
      "field_type": "invoice_date",
      "normalized_match": false,
      "value": "2026-04-13"
    },
    {
      "exact_match": false,
      "field_id": "invoice_number",
      "field_type": "invoice_number",
      "normalized_match": false,
      "value": "L26-137088"
    },
    {
      "exact_match": false,
      "field_id": "line_item_header",
      "field_type": "line_item_header",
      "normalized_match": false,
      "value": "AMOUNT"
    },
    {
      "exact_match": false,
      "field_id": "payment_terms",
      "field_type": "payment_terms",
      "normalized_match": false,
      "value": "Net 45"
    },
    {
      "exact_match": false,
      "field_id": "shipping",
      "field_type": "shipping",
      "normalized_match": false,
      "value": "$18.50"
    },
    {
      "exact_match": false,
      "field_id": "subtotal",
      "field_type": "subtotal",
      "normalized_match": false,
      "value": "$7,407.31"
    },
    {
      "exact_match": false,
      "field_id": "supplier_address",
      "field_type": "supplier_address",
      "normalized_match": false,
      "value": "31 Tui Street · Wellington 6011, New Zealand"
    },
    {
      "exact_match": false,
      "field_id": "supplier_name",
      "field_type": "supplier_name",
      "normalized_match": false,
      "value": "Pacific Filing Cooperative"
    },
    {
      "exact_match": false,
      "field_id": "tax",
      "field_type": "tax",
      "normalized_match": false,
      "value": "$594.06"
    },
    {
      "exact_match": false,
      "field_id": "total",
      "field_type": "total",
      "normalized_match": false,
      "value": "$8,019.87"
    },
    {
      "exact_match": false,
      "field_id": "line_item_0_description",
      "field_type": "line_item_description",
      "line_item_index": 0,
      "normalized_match": false,
      "value": "Document scanning service"
    },
    {
      "exact_match": false,
      "field_id": "line_item_0_quantity",
      "field_type": "line_item_quantity",
      "line_item_index": 0,
      "normalized_match": false,
      "value": "3"
    },
    {
      "exact_match": false,
      "field_id": "line_item_0_unit_price",
      "field_type": "line_item_unit_price",
      "line_item_index": 0,
      "normalized_match": false,
      "value": "$155.77"
    },
    {
      "exact_match": false,
      "field_id": "line_item_0_tax",
      "field_type": "line_item_tax",
      "line_item_index": 0,
      "normalized_match": false,
      "value": "8.0%"
    },
    {
      "exact_match": false,
      "field_id": "line_item_0_amount",
      "field_type": "line_item_amount",
      "line_item_index": 0,
      "normalized_match": false,
      "value": "$467.31"
    },
    {
      "exact_match": false,
      "field_id": "line_item_1_description",
      "field_type": "line_item_description",
      "line_item_index": 1,
      "normalized_match": false,
      "value": "Water-resistant wallets"
    },
    {
      "exact_match": false,
      "field_id": "line_item_1_quantity",
      "field_type": "line_item_quantity",
      "line_item_index": 1,
      "normalized_match": false,
      "value": "1"
    },
    {
      "exact_match": false,
      "field_id": "line_item_1_unit_price",
      "field_type": "line_item_unit_price",
      "line_item_index": 1,
      "normalized_match": false,
      "value": "$147.09"
    },
    {
      "exact_match": false,
      "field_id": "line_item_1_tax",
      "field_type": "line_item_tax",
      "line_item_index": 1,
      "normalized_match": false,
      "value": "8.0%"
    },
    {
      "exact_match": false,
      "field_id": "line_item_1_amount",
      "field_type": "line_item_amount",
      "line_item_index": 1,
      "normalized_match": false,
      "value": "$147.09"
    },
    {
      "exact_match": false,
      "field_id": "line_item_2_description",
      "field_type": "line_item_description",
      "line_item_index": 2,
      "normalized_match": false,
      "value": "Records indexing service"
    },
    {
      "exact_match": true,
      "field_id": "line_item_2_quantity",
      "field_type": "line_item_quantity",
      "line_item_index": 2,
      "normalized_match": true,
      "value": "7"
    },
    {
      "exact_match": false,
      "field_id": "line_item_2_unit_price",
      "field_type": "line_item_unit_price",
      "line_item_index": 2,
      "normalized_match": false,
      "value": "$32.27"
    },
    {
      "exact_match": false,
      "field_id": "line_item_2_tax",
      "field_type": "line_item_tax",
      "line_item_index": 2,
      "normalized_match": false,
      "value": "8.0%"
    },
    {
      "exact_match": false,
      "field_id": "line_item_2_amount",
      "field_type": "line_item_amount",
      "line_item_index": 2,
      "normalized_match": false,
      "value": "$225.89"
    },
    {
      "exact_match": false,
      "field_id": "line_item_3_description",
      "field_type": "line_item_description",
      "line_item_index": 3,
      "normalized_match": false,
      "value": "Secure courier envelopes"
    },
    {
      "exact_match": false,
      "field_id": "line_item_3_quantity",
      "field_type": "line_item_quantity",
      "line_item_index": 3,
      "normalized_match": false,
      "value": "15"
    },
    {
      "exact_match": false,
      "field_id": "line_item_3_unit_price",
      "field_type": "line_item_unit_price",
      "line_item_index": 3,
      "normalized_match": false,
      "value": "$92.48"
    },
    {
      "exact_match": false,
      "field_id": "line_item_3_tax",
      "field_type": "line_item_tax",
      "line_item_index": 3,
      "normalized_match": false,
      "value": "8.0%"
    },
    {
      "exact_match": false,
      "field_id": "line_item_3_amount",
      "field_type": "line_item_amount",
      "line_item_index": 3,
      "normalized_match": false,
      "value": "$1,387.20"
    },
    {
      "exact_match": false,
      "field_id": "line_item_4_description",
      "field_type": "line_item_description",
      "line_item_index": 4,
      "normalized_match": false,
      "value": "Climate-safe storage crate"
    },
    {
      "exact_match": true,
      "field_id": "line_item_4_quantity",
      "field_type": "line_item_quantity",
      "line_item_index": 4,
      "normalized_match": true,
      "value": "7"
    },
    {
      "exact_match": false,
      "field_id": "line_item_4_unit_price",
      "field_type": "line_item_unit_price",
      "line_item_index": 4,
      "normalized_match": false,
      "value": "$125.62"
    },
    {
      "exact_match": false,
      "field_id": "line_item_4_tax",
      "field_type": "line_item_tax",
      "line_item_index": 4,
      "normalized_match": false,
      "value": "8.0%"
    },
    {
      "exact_match": false,
      "field_id": "line_item_4_amount",
      "field_type": "line_item_amount",
      "line_item_index": 4,
      "normalized_match": false,
      "value": "$879.34"
    },
    {
      "exact_match": false,
      "field_id": "line_item_5_description",
      "field_type": "line_item_description",
      "line_item_index": 5,
      "normalized_match": false,
      "value": "Chain-of-custody seals"
    },
    {
      "exact_match": false,
      "field_id": "line_item_5_quantity",
      "field_type": "line_item_quantity",
      "line_item_index": 5,
      "normalized_match": false,
      "value": "14"
    },
    {
      "exact_match": false,
      "field_id": "line_item_5_unit_price",
      "field_type": "line_item_unit_price",
      "line_item_index": 5,
      "normalized_match": false,
      "value": "$175.58"
    },
    {
      "exact_match": false,
      "field_id": "line_item_5_tax",
      "field_type": "line_item_tax",
      "line_item_index": 5,
      "normalized_match": false,
      "value": "8.0%"
    },
    {
      "exact_match": false,
      "field_id": "line_item_5_amount",
      "field_type": "line_item_amount",
      "line_item_index": 5,
      "normalized_match": false,
      "value": "$2,458.12"
    },
    {
      "exact_match": false,
      "field_id": "line_item_6_description",
      "field_type": "line_item_description",
      "line_item_index": 6,
      "normalized_match": false,
      "value": "Thermal receipt rolls"
    },
    {
      "exact_match": false,
      "field_id": "line_item_6_quantity",
      "field_type": "line_item_quantity",
      "line_item_index": 6,
      "normalized_match": false,
      "value": "4"
    },
    {
      "exact_match": false,
      "field_id": "line_item_6_unit_price",
      "field_type": "line_item_unit_price",
      "line_item_index": 6,
      "normalized_match": false,
      "value": "$86.59"
    },
    {
      "exact_match": false,
      "field_id": "line_item_6_tax",
      "field_type": "line_item_tax",
      "line_item_index": 6,
      "normalized_match": false,
      "value": "8.0%"
    },
    {
      "exact_match": false,
      "field_id": "line_item_6_amount",
      "field_type": "line_item_amount",
      "line_item_index": 6,
      "normalized_match": false,
      "value": "$346.36"
    },
    {
      "exact_match": false,
      "field_id": "line_item_7_description",
      "field_type": "line_item_description",
      "line_item_index": 7,
      "normalized_match": false,
      "value": "Barcode label sheets"
    },
    {
      "exact_match": false,
      "field_id": "line_item_7_quantity",
      "field_type": "line_item_quantity",
      "line_item_index": 7,
      "normalized_match": false,
      "value": "16"
    },
    {
      "exact_match": false,
      "field_id": "line_item_7_unit_price",
      "field_type": "line_item_unit_price",
      "line_item_index": 7,
      "normalized_match": false,
      "value": "$93.50"
    },
    {
      "exact_match": false,
      "field_id": "line_item_7_tax",
      "field_type": "line_item_tax",
      "line_item_index": 7,
      "normalized_match": false,
      "value": "8.0%"
    },
    {
      "exact_match": false,
      "field_id": "line_item_7_amount",
      "field_type": "line_item_amount",
      "line_item_index": 7,
      "normalized_match": false,
      "value": "$1,496.00"
    }
  ],
  "ground_truth_text": "INVOICE Pacific Filing Cooperative 31 Tui Street · Wellington 6011, New Zealand BILL TO INVOICE NO. Beacon Freight Services L26-137088 440 Terminal Road INVOICE DATE Toronto, ON M5V 1A1 2026-04-13 DUE DATE 2026-05-28 PAYMENT TERMS Net 45 CURRENCY USD DESCRIPTION QTY UNIT TAX AMOUNT Document scanning service 3 $155.77 8.0% $467.31 Water-resistant wallets 1 $147.09 8.0% $147.09 Records indexing service 7 $32.27 8.0% $225.89 Secure courier envelopes 15 $92.48 8.0% $1,387.20 Climate-safe storage crate 7 $125.62 8.0% $879.34 Chain-of-custody seals 14 $175.58 8.0% $2,458.12 Thermal receipt rolls 4 $86.59 8.0% $346.36 Barcode label sheets 16 $93.50 8.0% $1,496.00 SUBTOTAL $7,407.31 DISCOUNT $0.00 SHIPPING $18.50 TAX $594.06 TOTAL $8,019.87 Payment reference: L26-137088 · Fictional entities · synthetic invoice",
  "methodology_version": "spatial-field-lines-v1",
  "metrics": {
    "cer": 0.745025,
    "date_field_accuracy": 0,
    "field_exact_match": 0.036364,
    "field_normalized_match": 0.036364,
    "matched_fields": 2,
    "numeric_field_accuracy": 0.052632,
    "total_fields": 55,
    "wer": 1.260504
  },
  "sequence_metrics": {
    "cer": 0.745025,
    "reading_order": "spatial-field-lines-v1",
    "wer": 1.260504
  },
  "stderr": "",
  "text": "Be eA ee\n\noo po\noe ae s a MWe REE eer eee ee\n0\nDe ee oe ee\n. - oo oe eee\noo —\noe oe\noS ae oe et os ee =\na oo eo 7\noe —\n8 oe\noe oe oe\noo ted Cee ee ae oo\n- - - ae : oe oe\nfe _—\n. a oo oo\nog —\nee oe Bh: (ate ee Si ae oe a\n= oe e SS ae Le\nSo oo ae oe oS :\noo ee ao oe Ce —\na oe a Se .\noe = ee a\n8 oo -_ oe aS\nCe Se ee Rea ee oo :\noe oe\nee — ae Lo ee Es oe\nCe oe ee ao\nSe oo ee oS\noe oe —\noo — -\ni\noe oo a oo\n— — oo\na oe eo aoe ee S\nge eae Steen ce Bee oo 2\nOe Coe i\nSe Ae pee ie\n",
  "word_diff": [
    "--- ground_truth",
    "+++ tesseract",
    "@@ -1,117 +1,166 @@",
    "-INVOICE",
    "-Pacific",
    "-Filing",
    "-Cooperative",
    "-31",
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    "-Thermal",
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    "-$346.36",
    "-Barcode",
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    "-$93.50",
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    "-$1,496.00",
    "-SUBTOTAL",
    "-$7,407.31",
    "-DISCOUNT",
    "-$0.00",
    "-SHIPPING",
    "-$18.50",
    "-TAX",
    "-$594.06",
    "-TOTAL",
    "-$8,019.87",
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  ]
}

Generation provenance

{
  "artifact_id": "dt-5ea40971681dee681f6b2606",
  "degradation_asset_registry_version": null,
  "generated_at": "2026-09-05T06:11:11.401395+00:00",
  "recipe": "receipt_camera_capture",
  "renderer": "canonical",
  "renderer_version": "pillow-opencv-v0.5.0-physical-assets-v1",
  "request_sha256": "5ea40971681dee681f6b2606e02b74669a71b09cb629e6ce4448614e5fb7ce6b",
  "seed": 10851,
  "software": {
    "numpy": "2.2.6",
    "opencv": "4.12.0",
    "pillow": "11.3.0",
    "python": "3.12.14"
  },
  "template_id": "invoice-industrial-grid-v1"
}