Datasets:

nutrientdocs
/

form-field-v1-benchmark

page_id string	variant string	width int32	height int32	fields list	source string	license_class string
0005392_p1_empty	empty	1,165	1,654	[]	Nutrient form-field-v1	CC-BY-4.0
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0005392_p3_empty	empty	1,165	1,654	[]	Nutrient form-field-v1	CC-BY-4.0
0005392_p4_empty	empty	1,165	1,654	[]	Nutrient form-field-v1	CC-BY-4.0
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0141139_p1_empty	empty	1,653	2,339	[]	Nutrient form-field-v1	CC-BY-4.0
0141139_p2_empty	empty	1,653	2,339	[]	Nutrient form-field-v1	CC-BY-4.0
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0141139_p18_empty	empty	1,653	2,339	[]	Nutrient form-field-v1	CC-BY-4.0
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0321067_p3_empty	empty	1,654	2,339	[]	Nutrient form-field-v1	CC-BY-4.0
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2116252_p170_empty	empty	1,700	2,200	[ { "box": [ 220.6699981689453, 327.3299865722656, 933.3300170898438, 80 ], "category": "Text" }, { "box": [ 187.3300018310547, 435.3299865722656, 1350.3299560546875, 76 ], "category": "Text" }, { "box": [ 337.3299865722656, ...	Nutrient form-field-v1	CC-BY-4.0
2116252_p173_empty	empty	1,700	2,200	[ { "box": [ 208.3300018310547, 230, 1298.6700439453125, 80 ], "category": "Text" }, { "box": [ 603.6699829101562, 360.3299865722656, 909, 80 ], "category": "Text" }, { "box": [ 565.6699829101562, 477, 580.6699829101...	Nutrient form-field-v1	CC-BY-4.0
2116252_p192_empty	empty	1,700	2,200	[ { "box": [ 203.3300018310547, 430.3299865722656, 1334.3299560546875, 55.33000183105469 ], "category": "Text" }, { "box": [ 658.6699829101562, 514, 866.6699829101562, 59.33000183105469 ], "category": "Text" }, { "box": [ 1187.3...	Nutrient form-field-v1	CC-BY-4.0
2116252_p199_empty	empty	1,700	2,200	[ { "box": [ 345, 720, 936, 57 ], "category": "Text" }, { "box": [ 275, 989.3300170898438, 474, 57 ], "category": "Text" }, { "box": [ 839.6699829101562, 989.3300170898438, 673, 57 ], "category": "Text"...	Nutrient form-field-v1	CC-BY-4.0
2116252_p200_empty	empty	1,700	2,200	[ { "box": [ 429.3299865722656, 510.6700134277344, 751, 77 ], "category": "Text" }, { "box": [ 1312, 510.6700134277344, 220.3300018310547, 77 ], "category": "Text" }, { "box": [ 479.6700134277344, 591.6699829101562, ...	Nutrient form-field-v1	CC-BY-4.0
2116252_p201_empty	empty	1,700	2,200	[ { "box": [ 315, 276, 1196, 106.66999816894531 ], "category": "Text" }, { "box": [ 346.6700134277344, 387.3299865722656, 1164.3299560546875, 111 ], "category": "Text" }, { "box": [ 676.3300170898438, 503, 834.669982...	Nutrient form-field-v1	CC-BY-4.0
2116252_p202_empty	empty	1,700	2,200	[ { "box": [ 339.3299865722656, 285.3299865722656, 914.3300170898438, 80 ], "category": "Text" }, { "box": [ 1278.2099609375, 316.239990234375, 258.4599914550781, 49.09000015258789 ], "category": "Text" }, { "box": [ 454.6700134...	Nutrient form-field-v1	CC-BY-4.0
2116252_p203_empty	empty	1,700	2,200	[ { "box": [ 166.3300018310547, 259.3299865722656, 669.3300170898438, 63.33000183105469 ], "category": "Text" }, { "box": [ 841.3300170898438, 259.3299865722656, 669.3300170898438, 63.33000183105469 ], "category": "Text" }, { "box": [...	Nutrient form-field-v1	CC-BY-4.0
2116252_p214_empty	empty	1,700	2,200	[ { "box": [ 364, 382.3299865722656, 651, 41.66999816894531 ], "category": "Text" }, { "box": [ 1102.3299560546875, 382.3299865722656, 435.3299865722656, 41.66999816894531 ], "category": "Text" }, { "box": [ 368.3299865722656, ...	Nutrient form-field-v1	CC-BY-4.0
2116252_p224_empty	empty	1,700	2,200	[ { "box": [ 456, 354.4800109863281, 429, 52.18000030517578 ], "category": "Text" }, { "box": [ 361.3299865722656, 1197.6700439453125, 453, 30.670000076293945 ], "category": "Text" }, { "box": [ 1102.6700439453125, 1199.32...	Nutrient form-field-v1	CC-BY-4.0
2116252_p226_empty	empty	1,700	2,200	[ { "box": [ 188.6699981689453, 563, 225, 88 ], "category": "Text" }, { "box": [ 417, 567, 236.6699981689453, 82 ], "category": "Text" }, { "box": [ 660, 567, 287, 82 ], "category": "Text" }, { ...	Nutrient form-field-v1	CC-BY-4.0
2123753_p4_empty	empty	1,653	2,337	[ { "box": [ 527.9199829101562, 1083.1800537109375, 190.92999267578125, 51.65999984741211 ], "category": "Signature" } ]	Nutrient form-field-v1	CC-BY-4.0
2157475_p1_empty	empty	1,654	2,339	[ { "box": [ 140.02999877929688, 777.4400024414062, 1084.550048828125, 40.0099983215332 ], "category": "Text" }, { "box": [ 1228.25, 777.4400024414062, 352.3999938964844, 40.0099983215332 ], "category": "Text" }, { "box": [ 140....	Nutrient form-field-v1	CC-BY-4.0
2199288_p1_empty	empty	1,654	2,339	[ { "box": [ 461.5400085449219, 363.57000732421875, 1034.8699951171875, 39.380001068115234 ], "category": "Text" }, { "box": [ 461.6099853515625, 659.5499877929688, 345.70001220703125, 39.380001068115234 ], "category": "Text" }, { "bo...	Nutrient form-field-v1	CC-BY-4.0
2313932_p1_empty	empty	1,653	2,339	[ { "box": [ 55.560001373291016, 305.57000732421875, 80.56999969482422, 640.780029296875 ], "category": "Signature" } ]	Nutrient form-field-v1	CC-BY-4.0
2339240_p9_empty	empty	1,700	2,200	[ { "box": [ 249.6699981689453, 808.3300170898438, 639, 61 ], "category": "Text" }, { "box": [ 1057.9000244140625, 903.6699829101562, 150.10000610351562, 61 ], "category": "Text" }, { "box": [ 1062.5699462890625, 999.66998...	Nutrient form-field-v1	CC-BY-4.0
2389333_p1_empty	empty	1,654	2,339	[ { "box": [ 530.47998046875, 491, 1041.949951171875, 43.0099983215332 ], "category": "Text" }, { "box": [ 530.47998046875, 546.010009765625, 1041.949951171875, 43.34000015258789 ], "category": "Text" }, { "box": [ 530.479980468...	Nutrient form-field-v1	CC-BY-4.0
2390216_p2_empty	empty	1,700	2,200	[ { "box": [ 817.6699829101562, 62.33000183105469, 126.66999816894531, 41.33000183105469 ], "category": "Text" }, { "box": [ 628, 301.6700134277344, 202.6699981689453, 41.33000183105469 ], "category": "Text" }, { "box": [ 555.66...	Nutrient form-field-v1	CC-BY-4.0
2412493_p4_empty	empty	1,654	2,339	[ { "box": [ 300.4200134277344, 424.5400085449219, 1235.010009765625, 51.68000030517578 ], "category": "Text" }, { "box": [ 276.75, 482.8800048828125, 1253.6800537109375, 51.68000030517578 ], "category": "Text" }, { "box": [ 170...	Nutrient form-field-v1	CC-BY-4.0
2621260_p1_empty	empty	1,700	2,200	[ { "box": [ 438, 266.6700134277344, 849.6699829101562, 73.66999816894531 ], "category": "Text" }, { "box": [ 1410.6700439453125, 266.6700134277344, 66.66999816894531, 73.66999816894531 ], "category": "Text" }, { "box": [ 1531, ...	Nutrient form-field-v1	CC-BY-4.0
2703083_p1_empty	empty	1,654	2,339	[ { "box": [ 880.8699951171875, 316.95001220703125, 693.9000244140625, 42.029998779296875 ], "category": "Text" }, { "box": [ 879.9099731445312, 442.1300048828125, 695.1900024414062, 46.22999954223633 ], "category": "Text" }, { "box":...	Nutrient form-field-v1	CC-BY-4.0
3131904_p1_empty	empty	1,700	2,269	[ { "box": [ 431, 640.239990234375, 1054.3299560546875, 35.65999984741211 ], "category": "Text" }, { "box": [ 191.6699981689453, 678.9000244140625, 1293.6700439453125, 35.33000183105469 ], "category": "Text" }, { "box": [ 141.66...	Nutrient form-field-v1	CC-BY-4.0
3164137_p1_empty	empty	1,700	2,200	[ { "box": [ 481.6700134277344, 554.3300170898438, 737.5, 41.33000183105469 ], "category": "Text" }, { "box": [ 481.6700134277344, 641.9500122070312, 735.780029296875, 41.33000183105469 ], "category": "Text" }, { "box": [ 200.58...	Nutrient form-field-v1	CC-BY-4.0
3319496_p1_empty	empty	1,654	2,339	[ { "box": [ 55.56999969482422, 305.6000061035156, 80.56999969482422, 640.760009765625 ], "category": "Signature" } ]	Nutrient form-field-v1	CC-BY-4.0
3388735_p1_empty	empty	1,700	2,200	[ { "box": [ 244.72000122070312, 655.969970703125, 611.9400024414062, 68.75 ], "category": "Text" }, { "box": [ 856.6699829101562, 685.969970703125, 768.0599975585938, 38.75 ], "category": "Text" }, { "box": [ 87.36000061035156,...	Nutrient form-field-v1	CC-BY-4.0
3388735_p2_empty	empty	1,700	2,200	[ { "box": [ 1341.93994140625, 272.6400146484375, 24.719999313354492, 24.719999313354492 ], "category": "ChoiceButton" }, { "box": [ 477.3599853515625, 785.280029296875, 24.579999923706055, 24.719999313354492 ], "category": "ChoiceButton" }...	Nutrient form-field-v1	CC-BY-4.0
3637572_p1_empty	empty	1,700	2,200	[ { "box": [ 1014.8900146484375, 1136.510009765625, 24.969999313354492, 26.360000610351562 ], "category": "ChoiceButton" }, { "box": [ 1014.8900146484375, 1198.72998046875, 24.969999313354492, 26.360000610351562 ], "category": "ChoiceButton" ...	Nutrient form-field-v1	CC-BY-4.0
3753155_p3_empty	empty	1,700	2,200	[ { "box": [ 654.3300170898438, 997, 833, 63.66999816894531 ], "category": "Text" }, { "box": [ 548.6699829101562, 1129.6700439453125, 950, 63.66999816894531 ], "category": "Signature" }, { "box": [ 441.3299865722656, 1196...	Nutrient form-field-v1	CC-BY-4.0

End of preview. Expand in Data Studio

form-field-v1-benchmark

The evaluation set behind the form-field-v1 form-field detectors and the leaderboard — 5,914 form pages with 126,938 annotated fields (Text, Choice = checkbox/radio, Signature), across three variants:

variant	images	fields	notes
`empty`	2,334	49,171	blank forms
`filled`	1,826	39,797	digitally-typed values
`handwritten`	1,754	37,970	handwritten (ink) values

A Nutrient dataset, released under CC-BY-4.0.

🎯 Demo · 🏆 Leaderboard

Columns

image — the rendered page (RGB).
page_id — stable id; ends in _empty / _filled / _handwritten.
variant — empty | filled | handwritten.
width, height — page pixel size.
fields — list of { "box": [x, y, w, h], "category": "Text"|"ChoiceButton"|"Signature" } (page pixels).
source, license_class — provenance tags.

Scoring

Detectors are scored with COCO mAP50-95 (pycocotools, maxDets [1,100,1000]), reported overall and per variant.

# pip install datasets pycocotools
python score_detector.py your_predictions.json
# predictions: [{"image_id": page_id, "category_id": 1|2|3, "score": s, "bbox": [x,y,w,h]}]

Reference numbers (mAP50-95) on this set — the form-field-v1 family: medium 0.529 / 0.783 / 0.764, small 0.456 / 0.716 / 0.680, nano 0.353 / 0.560 / 0.526 (empty / filled / handwritten).

License

CC-BY-4.0. Attribute to Nutrient. Empty pages are real blank forms; filled and handwritten values are synthetic. No PII.

About the author

This project is maintained and funded by Nutrient - The deterministic document infrastructure enterprises run their highest-stakes workflows on: replayable output, clear exceptions, and full audit trails on the messy, regulated documents where AI alone breaks.