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Azure Form Recognizer

ドキュメントからテキストと構造をすばやく抽出

Form Recognizer は、高度な機械学習を適用して、テキスト、キーと値のペア、テーブル、構造をドキュメントから自動的かつ正確に抽出する AI サービスです。ドキュメントを使用可能なデータに変換し、情報をコンパイルするのではなく、情報に基づいて行動するようにフォーカスを移動します。事前に構築されたモデルから始めるか、Form Recognizer Studio または SDK を使用して、オンプレミスとクラウドの両方でドキュメントに合わせてカスタム モデルを作成します。

簡単なテキスト抽出

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お客様のレイアウトに合わせた出力を取得し、それを人間のフィードバックによって改善できます。

柔軟性の高いデプロイ

クラウドから、またはエッジでデータを取り込み、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。

Build Document Processing Workflows に AI を使用する

Form Recognizer を使用してテキスト抽出を自動化して、ビジネス プロセスを加速させる方法について学習します。このウェビナーでは、ドキュメント処理、ナレッジ マイニング、産業に固有の AI モデルのカスタマイズなど、主要なユース ケースに対するハンズオン デモが用意されています。

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、帳票、レシート、請求書、様々な種類のカードから、テキスト、キーと値のペア、テーブルを正確に抽出できます。ドキュメントの種類ごとの手作業でのラベル付、集中的なコーディングや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できます。

次の例を見る

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

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",
                        "boundingBox": [
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                                "text": "Contoso",
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                            }
                        ]
                    },
                    {
                        "text": "Bill To:",
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                                "text": "Bill",
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                            },
                            {
                                "text": "To:",
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                            }
                        ]
                    },
                    {
                        "text": "Contoso, Ltd",
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                                "text": "Contoso,",
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                            },
                            {
                                "text": "Ltd",
                                "boundingBox": [
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                        ]
                    },
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                        "text": "Phone:",
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                    },
                    {
                        "text": "Invoice #:",
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                                "text": "Invoice",
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                            },
                            {
                                "text": "#:",
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                    },
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                    },
                    {
                        "text": "Fax:",
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                                "text": "Fax:",
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                    },
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                    },
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                        "text": "Invoice Date:",
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                            },
                            {
                                "text": "Date:",
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                    },
                    {
                        "text": "4/14/2019",
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                    },
                    {
                        "text": "Email:",
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                    },
                    {
                        "text": "contoso@example.com",
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                        "text": "Invoice For:",
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                                "text": "For:",
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                        ]
                    },
                    {
                        "text": "Project 2",
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                                "text": "Project",
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                    },
                    {
                        "text": "Item #",
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                                "text": "Item",
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                    {
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                    },
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                        "text": "Qty",
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                        ]
                    },
                    {
                        "text": "Unit Price",
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                    },
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                    },
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                        ]
                    },
                    {
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                        ]
                    },
                    {
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                            },
                            {
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                            },
                            {
                                "text": "Data",
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                            },
                            {
                                "text": "1",
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                            }
                        ]
                    },
                    {
                        "text": "39",
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                                "text": "39",
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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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                        "text": "Z4575",
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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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                            6.7583,
                            3.0833,
                            6.7583,
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                            }
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                        "text": "44.00",
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                            6.7583,
                            7.0889,
                            6.8944,
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                                "text": "44.00",
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                        "text": "Invoice Subtotal:",
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                            6.1319,
                            7.3083,
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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
                        ],
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                                "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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                            {
                                "text": "Tax",
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                                    7.6278,
                                    5.5639,
                                    7.6278,
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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,
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                                    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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                            {
                                "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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                            8.2736,
                            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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                        "words": [
                            {
                                "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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                                "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,
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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,
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                            2.8611,
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                                "text": "Make",
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                                "text": "payable",
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                                "isHeader": false,
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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。

ドキュメント解析

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) を検出して抽出できます。

詳しく見る

事前構築済み

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 (ID、レシート、請求書など) 向けの事前トレーニング済みモデルです。

詳しく見る

カスタム

このカスタム フォーム サービスを使用すると、お客様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確認することができます。

詳しく見る

お客様のフォームに応じてテキスト抽出をカスタマイズ

業界固有の素材など、従来の形式と違いがあるドキュメントを扱う場合は、多くの場合、独自のソリューションを作成する必要があります。Form Recognizer のカスタム抽出機能は、5 つのドキュメントに基づく独自のデータでトレーニングすることにより、この困難な課題を解決するのに役立ちます。最初の出力がより信頼性が高く、ニーズに合わせて調整されているだけでなく、フォームに合わせてカスタマイズされた高精度なモデルを作成するために、人間による入力を提供することもできます。

Form Recognizer をクラウドやエッジでどこでも適用

Azure Applied AI 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できます。移植可能なアーキテクチャにより、Azure Kubernetes Service (AKS)Azure 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用すれば、Azure Applied AI 検索インデックスの統合、ビジネス プロセスの自動化、お客様のビジネスに対するカスタム ワークフローの作成が可能になります。

詳しく見る

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、ドキュメント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 Applied AI Search と統合すると、未払金合計など、ドキュメントや帳票内の特定の情報を簡単に見つけることができます。

ビジネス ワークフローの自動化

ドキュメントからテキスト、キーと値のペア、テーブル、構造を抽出し、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。

クラウド AI サービスを使用してアプリのイノベーションを促進する

AI を使用して組織が価値を迅速に実現するための 5 つの主要な方法について説明します。

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上で実施されたカスタム トレーニングは、Microsoft による Form Recognizer のモデルの改善に使用されることはありません。
  • お客様のデータはお客様が管理。コンテナーを使用すれば、Form Recognizer がお客様のデータを処理する場所を選択することができるため、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 Applied AI Services に含まれるサービスで、Azure インフラストラクチャ、および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、管理容易性が基盤となっています。

高い費用対効果でドキュメントを処理する

Free と Standard の価格オプションから選択でき、手動抽出に比べてわずかな料金でドキュメントから価値ある情報を抽出できます。

3 ステップで使用開始

お客様の Azure アカウントを使用して Form Recognizer を使用することができます。

Form Recognizer を使用すると、キー、値、テーブルを検出できます。

単純な REST API を使用して、ドキュメントからデータを抽出します。

ドキュメントおよびリソース

始める

ドキュメントを参照する

Microsoft Learn コースのレシート分析を見る

コード サンプルを確認する

サンプル コードを確認する

Form Recognizer を使用するお客様とパートナー

請求書と契約書処理を自動化しています

EY は、クライアントが Form Recognizer を使用して契約や請求書からデータを抽出し、何十万時間もの手動作業を節約するのに役立ちます。

EY

患者のオンボードを簡略化しています

HCA ヘルスケア社 (ホスピタルコーポレーション オブ アメリカ ヘルスケア) では、Form Recognizer を使用して、患者のオンボーディング エクスペリエンスを簡素化して改善し、ケア センターのシステムに反復的データを入力するのに費やす管理時間を短縮しています。

HCA Healthcare

分析情報を得る時間を短縮します

Chevron 社では、Form Recognizer を UiPath のロボットプロセス オートメーション プラットフォームと組み合わせて使用することにより、非構造化データの抽出を自動化し、従業員が価値の高い分析に時間を集中できるようにしています。

シェブロン

5 つ星のロイヤルティ エクスペリエンスを提供する

Emaar 社では、Form Recognizer を使用して領収書をスキャンし、ロイヤルティ プログラム メンバーに報酬を支払うことで、顧客エクスペリエンスを差別化し、前月比の処理コストを 50% 以上削減しています。

Emaar

すべてのトランザクションで時間を節約しています

南アフリカ スタンダード銀行 (Standard Bank of South Africa) では、Form Recognizer を使用して複雑なクロスボーダー 取引の処理を自動化し、顧客サービスを改善すると同時に、ターンアラウンド時間と運用コストを大幅に削減します。

Standard Bank of South Africa

Form Recognizer に関するよく寄せられる質問

  • Azure Form Recognizer の提供状況をご確認ください。
  • 印刷や手描きのフォーム、PDF、画像がサポートされています。
  • Azure Form Recognizer は、英語、フランス語、ドイツ語、イタリア語、スペイン語、ポルトガル語、オランダ語、中国語、日本語、韓国語など、複数の言語をサポートしています。詳細な一覧についてはこちらを参照してください。
  • カスタム オプションでは 5 つのサンプルを使用してドキュメントの構造を学習し、それら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。
  • 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)、選択マーク、およびその他の情報も抽出します。

準備が整ったら、Azure の無料アカウントを設定しましょう。

どのようなご用件ですか?