Form Recognizer

フォームを解釈し、ドキュメントを抽出できる AI サービス

ドキュメントからテキストと構造をすばやく抽出

ビジネス プロセスのスピードアップには、情報抽出の自動化が有効です。Form Recognizer の高度な機械学習を応用することにより、テキスト、キーと値のペア、テーブルをドキュメントから正確に抽出できます。オンプレミスとクラウドのどちらにおいても、Form Recognizer にいくつかのサンプルを与えるだけで、ドキュメントに適した解釈をさせることができます。わずかな時間とコストでフォームを有用なデータに変換することができるため、情報の収集や整理に時間を費やすことなく、情報そのものの検討に振り向けることが可能になります。

シンプルな抽出

事前構築済みとカスタマイズの両機能を使用して、データの抽出と情報の整理を簡単に行うことができます。手作業によるラベリングの必要はありません。

結果のカスタマイズ

自動カスタム抽出でレイアウトに合わせた出力を取得し、人間のフィードバックによって改善します。

柔軟性の高いデプロイ

クラウドからエッジにデータを取り込み、検索インデックスやビジネス オートメーション ワークフローなど、さまざまな目的に適用できます。

組み込みのセキュリティ

データとトレーニング済みのモデルには、エンタープライズレベルのセキュリティとプライバシーが適用されます。

シンプルな REST API により、テキストと構造を簡単に抽出

ドキュメント、フォーム、レシート、名刺からテキスト、キーと値のペア、テーブルを正確に抽出します。ドキュメントの種類に応じた手作業によるラベル付けやコーディング、メンテナンスに多大な労力を割く必要はありません。Form Recognizer のカスタム フォーム、既製、レイアウト API を使用して、ドキュメントから情報を体系的に抽出します。

動作をご確認ください

------------------------------

Key-value pairs

------------------------------

Bill To: Contoso, Ltd

Phone: 432-555-0189

Invoice #: 3-456-2

Fax: 432-555-0123

Invoice Date: 4/14/2019

Email: contoso@example.com

Invoice For: Project 2

Invoice Subtotal: 2,014.00

Tax Rate: 8.75%

Sales Tax: 176.23

Other: 0

Terms: Total due in 90 days. Overdue accounts subject to a service charge of 3% per month.

TOTAL: 2,190.23

------------

Tables

------------

table_0:

Item #: Z4567, Z4568, Z4569, Z4570, Z4571, Z4572, Z4573, Z4574, Z4575, Z4576, Z4577, Z4578

Description: Invoice 3-456-2 Data 1, Invoice 3-456-2 Data 2, Invoice 3-456-2 Data 3, Invoice 3-456-2 Data 4, Invoice 3-456-2 Data 5, Invoice 3-456-2 Data 6, Invoice 3-456-2 Data 7, Invoice 3-456-2 Data 8, Invoice 3-456-2 Data 9, Invoice 3-456-2 Data 10, Invoice 3-456-2 Data 11, Invoice 3-456-2 Data 12

Qty: 39, 40, 30, 40, 10, 5, 70, 25, 5, 80, 65, 44

Unit Price: 5, .00, 4, .00, 6, .00, 7, .00, 4, .00, 8, .00, 6, .00, 4, .00, 7, .00, 1, .00, 7, .00, 1 .00

Discount: __emptycell__, 5, .00, 7, .00, __emptycell__, __emptycell__, __emptycell__, __emptycell__, __emptycell__, 3, .00, __emptycell__, __emptycell__, __emptycell__

Price: 195.00, 155.00, 173.00, 280.00, 40.00, 40.00, 420.00, 100.00, 32.00, 80.00, 455.00, 44.00

{
    "status": "succeeded",
    "createdDateTime": "2020-01-06T22:51:40Z",
    "lastUpdatedDateTime": "2020-01-06T22:51:44Z",
    "analyzeResult": {
        "version": "2.0.0",
        "readResults": [
            {
                "page": 1,
                "angle": 0,
                "width": 8.5,
                "height": 11.0,
                "unit": "inch",
                "lines": [
                    {
                        "text": "Contoso",
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                    },
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                        "text": "Project 2",
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                            },
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                        "text": "Z4574",
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                        "text": "Invoice 3-456-2 Data 8",
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                            5.4722,
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                                    5.6083,
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                        "text": "Z4575",
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                                    5.9306,
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                        "text": "Invoice 3-456-2 Data 9",
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                        "text": "Invoice 3-456-2 Data 10",
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                                    6.5736,
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                            3.0833,
                            6.4375,
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                        "text": "Invoice 3-456-2 Data 12",
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                            6.7583,
                            3.0833,
                            6.7583,
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                            {
                                "text": "44.00",
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                                    6.7583,
                                    7.0889,
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                                    7.0889,
                                    6.8944,
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                        "text": "Invoice Subtotal:",
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                            6.1319,
                            7.3083,
                            6.1319,
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                                    7.3083,
                                    5.7208,
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                            {
                                "text": "Subtotal:",
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                                    7.3083,
                                    6.1319,
                                    7.3083,
                                    6.1319,
                                    7.4486,
                                    5.7444,
                                    7.4486
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                            }
                        ]
                    },
                    {
                        "text": "2,014.00",
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                            7.3125,
                            7.0958,
                            7.3125,
                            7.0958,
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                            6.7361,
                            7.4486
                        ],
                        "words": [
                            {
                                "text": "2,014.00",
                                "boundingBox": [
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                                    7.3125,
                                    7.0958,
                                    7.3125,
                                    7.0958,
                                    7.4486,
                                    6.7361,
                                    7.4486
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                            }
                        ]
                    },
                    {
                        "text": "Tax Rate:",
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                            7.6278,
                            5.8083,
                            7.6278,
                            5.8083,
                            7.7694,
                            5.4167,
                            7.7694
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                        "words": [
                            {
                                "text": "Tax",
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                                    7.6278,
                                    5.5639,
                                    7.6278,
                                    5.5639,
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                                    5.4167,
                                    7.7694
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                            },
                            {
                                "text": "Rate:",
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                                    7.6278,
                                    5.8083,
                                    7.6278,
                                    5.8083,
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                                    7.7694
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                            }
                        ]
                    },
                    {
                        "text": "8.75%",
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                            7.6333,
                            7.1278,
                            7.6333,
                            7.1278,
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                            7.7694
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                                "text": "8.75%",
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                                    7.6333,
                                    7.1278,
                                    7.6333,
                                    7.1278,
                                    7.7694,
                                    6.875,
                                    7.7694
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                        "text": "Sales Tax:",
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                            7.95,
                            5.8292,
                            7.95,
                            5.8292,
                            8.0917,
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                            8.0917
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                                    7.95,
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                            {
                                "text": "Tax:",
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                                    7.95,
                                    5.8292,
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                                    5.6556,
                                    8.0917
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                        ]
                    },
                    {
                        "text": "176.23",
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                            7.9556,
                            7.0833,
                            7.9556,
                            7.0833,
                            8.0917,
                            6.8,
                            8.0917
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                            {
                                "text": "176.23",
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                                    7.9556,
                                    7.0833,
                                    7.9556,
                                    7.0833,
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                    {
                        "text": "Other:",
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                            5.6917,
                            8.2736,
                            5.6917,
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                            8.4139
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                                "text": "Other:",
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                                    5.4167,
                                    8.4139
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                        "text": "0",
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                            8.2778,
                            7.1278,
                            8.2778,
                            7.1278,
                            8.4139,
                            7.0764,
                            8.4139
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                            {
                                "text": "0",
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                                    8.2778,
                                    7.1278,
                                    8.2778,
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                                    7.0764,
                                    8.4139
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                        "text": "Invoice Total:",
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                            5.4292,
                            8.6097,
                            6.0028,
                            8.6097,
                            6.0028,
                            8.75,
                            5.4292,
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                        "words": [
                            {
                                "text": "Invoice",
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                                    8.6097,
                                    5.7347,
                                    8.6097,
                                    5.7347,
                                    8.75,
                                    5.4292,
                                    8.75
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                            {
                                "text": "Total:",
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                                    8.6097,
                                    6.0028,
                                    8.6097,
                                    6.0028,
                                    8.75,
                                    5.7583,
                                    8.75
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                    },
                    {
                        "text": "2,190.23",
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                            8.6139,
                            7.1097,
                            8.6139,
                            7.1097,
                            8.75,
                            6.7486,
                            8.75
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                                "text": "2,190.23",
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                                    7.1097,
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                                    6.7486,
                                    8.75
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                            9.4236,
                            2.8611,
                            9.4236,
                            2.8611,
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                            9.5597
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                                "text": "Make",
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                                "text": "payable",
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                                "isHeader": false,
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                                "text": "Z4577",
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                            },
                            {
                                "text": "Invoice 3-456-2 Data 11",
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                                "columnSpan": 1,
                                "elements": [
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                                ],
                                "isHeader": false,
                                "isFooter": false
                            },
                            {
                                "text": "65",
                                "rowIndex": 11,
                                "columnIndex": 2,
                                "boundingBox": [
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                                "confidence": 1.0,
                                "rowSpan": 1,
                                "columnSpan": 1,
                                "elements": [
                                    "#/readResults/0/lines/76/words/0"
                                ],
                                "isHeader": false,
                                "isFooter": false
                            },
                            {
                                "text": "7.00",
                                "rowIndex": 11,
                                "columnIndex": 3,
                                "boundingBox": [
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                                "confidence": 1.0,
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                                "columnSpan": 1,
                                "elements": [
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                                "isHeader": false,
                                "isFooter": false
                            },
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                                "columnIndex": 4,
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                                "rowSpan": 1,
                                "columnSpan": 1,
                                "elements": [],
                                "isHeader": false,
                                "isFooter": false
                            },
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                                "text": "455.00",
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                                "columnIndex": 5,
                                "boundingBox": [
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                                "columnSpan": 1,
                                "elements": [
                                    "#/readResults/0/lines/78/words/0"
                                ],
                                "isHeader": false,
                                "isFooter": false
                            },
                            {
                                "text": "Z4578",
                                "rowIndex": 12,
                                "columnIndex": 0,
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                                "confidence": 1.0,
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                                "columnSpan": 1,
                                "elements": [
                                    "#/readResults/0/lines/79/words/0"
                                ],
                                "isHeader": false,
                                "isFooter": false
                            },
                            {
                                "text": "Invoice 3-456-2 Data 12",
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                                "columnIndex": 1,
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                                "columnSpan": 1,
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                                    "#/readResults/0/lines/80/words/0",
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                                    "#/readResults/0/lines/80/words/2",
                                    "#/readResults/0/lines/80/words/3"
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                                "isFooter": false
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                                "text": "44",
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                                "columnSpan": 1,
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                                    "#/readResults/0/lines/81/words/0"
                                ],
                                "isHeader": false,
                                "isFooter": false
                            },
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                                "columnIndex": 3,
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                                "columnSpan": 1,
                                "elements": [
                                    "#/readResults/0/lines/82/words/0"
                                ],
                                "isHeader": false,
                                "isFooter": false
                            },
                            {
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                                "columnIndex": 4,
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                                "columnSpan": 1,
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                                "isFooter": false
                            },
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                                "text": "44.00",
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                                "columnIndex": 5,
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                                ],
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        "documentResults": [],
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}

カスタムの例は、各フォームの種類の 5 つの PDF ファイルでトレーニングされたカスタム モデルを使用して抽出されています。

構築に関する詳細情報

Layout (レイアウト)

ドキュメントのテキストとレイアウト (テーブル、チェック ボックス、オブジェクトなど) を検出して抽出します。

詳細はこちら

既製

これらは、ドキュメントからテキスト、キーと値のペア、行項目を抽出する一般的なシナリオ向けの事前トレーニング済みモデルです。

詳細はこちら

カスタム

このカスタム サービスを使用すると、独自のデータをトレーニングして、ドキュメントの構造をインテリジェントな方法で学習することができます。

詳細はこちら

目的のフォームに応じて抽出をカスタマイズ

業界独自の資料など、従来の形式から外れたドキュメントを扱うときは、多くの場合、独自のソリューションを構築する必要があります。Form Recognizer のカスタム抽出機能では、この問題に対処するために、わずか 5 つのドキュメントを与えるだけで、それに基づいて独自のデータを使ったトレーニングができるようになっています。最初の出力でニーズに合った高い信頼性が得られるだけでなく、人間のフィードバックを提供することで、フォームに合わせてカスタマイズされた高精度のモデルを作成できます。

クラウドからエッジまで、どこにでも利用可能

Azure Cognitive Services のコンテナー サポートにより、エッジ、オンプレミス、クラウドのどこにあるフォームでも認識が可能です。移植可能なアーキテクチャを採用しているので、Azure Kubernetes ServiceAzure Container Instances のほか、Azure Stack にデプロイされた Kubernetes クラスターにも直接デプロイできます。Form Recognizer API の REST インターフェイスを使えば、Cognitive Search インデックスの統合、ビジネス プロセスの自動化、自社独自のワークフローの作成が可能になります。

詳細はこちら

フォームとドキュメントの分析

データ主導の意思決定を行うために、テーブルやフォームからデータを抽出し、データ視覚化サービスに取り込んで分析を行います。

インテリジェントな検索インデックスの作成

Form Recognizer を Azure Cognitive Search と統合すると、未払金合計など、ドキュメントやフォーム内の特定の情報が簡単に見つかります。

ビジネス ワークフローの自動化

フォームやレシートからテキスト、キーと値のペア、テーブルを抽出し、バックエンド システムに受け渡して、請求処理、請求書やレシートの処理などのタスクを実行します。

プライバシーとセキュリティ

  • Form Recognizer では、お客様のデータが非公開の状態に保たれます。お客様のドキュメントを使って実施したカスタム トレーニングの成果を、Microsoft が Form Recognizer のモデルの改善に使用することはありません。
  • お客様のデータはお客様が管理。コンテナーを使って Form Recognizer がデータを処理する場所を選ぶことができるので、ハイブリッド環境の中でデータ、管理、ID、セキュリティの一貫性を確保できます。
  • Form Recognizer は Azure Cognitive Services に含まれるサービスであり、Azure インフラストラクチャと、エンタープライズレベルのセキュリティ、可用性、コンプライアンス、管理容易性をその基盤としています。

費用対効果の高いドキュメント処理

Form Recognizer には Free と Standard の 2 種類の価格オプションがあり、どちらも手動抽出に比べてわずかなコストでドキュメントから価値ある情報を抽出できます。

Form Recognizer の価格を見る

3 ステップで使用開始

Azure アカウントを使用して Form Recognizer の利用を申請します。
Form Recognizer を使用すると、キー、値、テーブルを検出できます。

シンプルな REST API 呼び出しを使って、フォームからキーと値のペアとテーブルを抽出します。

ドキュメントおよびリソース

開始する

ドキュメントを読む

Microsoft Learn コースを受講する

コード サンプルを確認する

サンプル コードを確認する

ドキュメントの変換に Form Recognizer を利用しているお客様

Zelros は、Form Recognizer で迅速な顧客サービスのために取り込みを高速化します

Zelros

Automation Anywhere は Form Recognizer を使用して、英国の医療機関が臨床フォームを自動的、大規模に処理することをサポートします

Automation Anywhere

UiPath の RPA プラットフォームが今、石油開発業界のパートナーから大量に送られてくるフォームベースのコンテンツの処理という点で、状況に大きな変化をもたらしつつあります。

UiPath

Chevron では Form Recognizer を使って、信頼性が高く一貫性のあるデータにアクセスするまでの時間を短縮しています。

Chevron

ロボット プロセス オートメーション企業である Blue Prism 社はインテリジェントなデータ抽出で顧客のコストを数百万ドル削減しています。

blueprism

Financial Fabric が Form Recognizer を使って金融取引を処理する SaaS (サービスとしてのソフトウェア) ソリューションを開発した方法をご覧ください。

Financial Fabric

Form Recognizer に関してよく寄せられる質問

  • Form Recognizer は現在、プレビュー版としていくつかの Azure リージョンで利用できます。利用できるリージョンは近日中に拡大される予定です。
  • Form Recognizer は、印刷や手描きのフォーム、PDF、画像をサポートしています。
  • Form Recognizer は現在、英語に対応しています。対応言語は随時追加していく予定です。
  • カスタム オプションでは 5 つのサンプルを使用してフォームの構造を学習し、ドキュメントに合わせてテキストとデータをインテリジェントに抽出します。既製オプションではサンプルを使用しません。モデルは既に学習済みで、特定のドキュメントの種類からキー フィールドを抽出するためにすぐに使用することができます。現在利用可能な 2 つの既製 API は、既製名刺と既製レシートです。
  • レイアウトは、ドキュメント用にカスタマイズされた高精細度光学文字認識 (OCR) を使用してテキストを抽出します。また、テーブルの構造 (行と列の番号) も抽出します。

準備が整ったら、Azure の無料アカウントを設定しましょう。