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Azure 表单识别器

从文档中快速提取文本和结构

表单识别器是一项 AI 服务,可应用高级机器学习,可自动、准确地从文档中提取文本、键值对、表、结构。可将文档转换为可用数据,让你可以把重点转移到处理信息而不是编译信息上。从预生成的模型开始,或使用表单识别器工作室SDK 在本地和云中创建为文档量身定制的自定义模型。

简单文本提取

使用预建和自定义功能,无需手动标记,轻松提取数据和组织信息。

自定义结果

通过自动执行的自定义提取功能获取针对你的布局定制的输出,并利用人工反馈改进输出。

灵活的部署

从云或边缘引入数据,并将其应用于搜索索引、企业自动化工作流等。

内置的安全性

依靠应用于你的数据和任何经训练的模型的企业级安全性和隐私。

使用 AI 生成文档处理工作流

了解如何使用表单识别器自动提取文本,从而加快业务流程。此网络研讨会主要提供关键用例(如文档处理、知识挖掘、行业特定 AI 模型自定义)的实践演示。

使用简单的 REST API 轻松提取文本和结构

从各种类型的文档、表单、收据、发票和卡片中准确地提取文本、键值对和表,而无需按文档类型进行手动标记,也无需密集编码或维护。利用表单识别器的自定义表单、预构建和布局 API,有序地从文档中提取信息。

查看以下示例

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

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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                        "text": "Invoice #:",
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                    },
                    {
                        "text": "Project 2",
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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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                            },
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                    },
                    {
                        "text": "39",
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                                    5.2861
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                                "text": "7",
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                                    3.0319,
                                    5.2861,
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                        "text": "70",
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                                    4.4736,
                                    5.2861,
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                                    5.2861
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                            5.2861,
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                                    5.15,
                                    5.3444,
                                    5.2861,
                                    5.1653,
                                    5.2861
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                        "text": "420.00",
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                            5.15,
                            7.0889,
                            5.15,
                            7.0889,
                            5.2861,
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                            {
                                "text": "420.00",
                                "boundingBox": [
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                                    5.15,
                                    7.0889,
                                    5.15,
                                    7.0889,
                                    5.2861,
                                    6.8056,
                                    5.2861
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                    {
                        "text": "Z4574",
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                            1.6514,
                            5.4722,
                            1.6514,
                            5.6083,
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                                "text": "Z4574",
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                                    1.6514,
                                    5.6083,
                                    1.3972,
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                        ]
                    },
                    {
                        "text": "Invoice 3-456-2 Data 8",
                        "boundingBox": [
                            2.1,
                            5.4722,
                            3.0319,
                            5.4722,
                            3.0319,
                            5.6083,
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                                "text": "Invoice",
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                                    2.3958,
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                            {
                                "text": "3-456-2",
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                                    2.7403,
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                                "text": "Data",
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                                    2.9569,
                                    5.6083,
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                                "text": "8",
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                        "text": "25",
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                                    4.4736,
                                    5.6083,
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                                    5.4722,
                                    5.3444,
                                    5.6083,
                                    5.1653,
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                        "text": "100.00",
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                            5.4722,
                            7.0889,
                            5.6083,
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                            {
                                "text": "100.00",
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                                    5.4722,
                                    7.0889,
                                    5.4722,
                                    7.0889,
                                    5.6083,
                                    6.8056,
                                    5.6083
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                    {
                        "text": "Z4575",
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                            5.7944,
                            1.6514,
                            5.7944,
                            1.6514,
                            5.9306,
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                            {
                                "text": "Z4575",
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                                    5.7944,
                                    1.6514,
                                    5.9306,
                                    1.3972,
                                    5.9306
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                        ]
                    },
                    {
                        "text": "Invoice 3-456-2 Data 9",
                        "boundingBox": [
                            2.1,
                            5.7944,
                            3.0319,
                            5.7944,
                            3.0319,
                            5.9306,
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                            {
                                "text": "Invoice",
                                "boundingBox": [
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                                    5.7944,
                                    2.3958,
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                            {
                                "text": "3-456-2",
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                                    5.7944,
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                                    5.7944,
                                    2.7403,
                                    5.9306,
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                            {
                                "text": "Data",
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                                    2.9569,
                                    5.7944,
                                    2.9569,
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                                    5.7944,
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                                    4.4736,
                                    5.9306,
                                    4.4222,
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                                    6.2167,
                                    5.9306,
                                    6.0361,
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                    {
                        "text": "32.00",
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                            5.7944,
                            7.0889,
                            5.7944,
                            7.0889,
                            5.9306,
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                                "text": "32.00",
                                "boundingBox": [
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                                    5.7944,
                                    7.0889,
                                    5.7944,
                                    7.0889,
                                    5.9306,
                                    6.8569,
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                        ]
                    },
                    {
                        "text": "Z4576",
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                            6.1153,
                            1.6514,
                            6.1153,
                            1.6514,
                            6.2514,
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                                "text": "Z4576",
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                                    6.1153,
                                    1.6514,
                                    6.2514,
                                    1.3972,
                                    6.2514
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                            }
                        ]
                    },
                    {
                        "text": "Invoice 3-456-2 Data 10",
                        "boundingBox": [
                            2.1,
                            6.1153,
                            3.0833,
                            6.1153,
                            3.0833,
                            6.2514,
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                        "words": [
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                                "text": "Invoice",
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                                    2.3958,
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                                "text": "3-456-2",
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                                    6.1153,
                                    2.7403,
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                                "text": "10",
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                                    3.0833,
                                    6.2514,
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                            6.1153,
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                                    4.4736,
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                            5.3444,
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                                    5.3444,
                                    6.2514,
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                        ]
                    },
                    {
                        "text": "80.00",
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                            6.1153,
                            7.0889,
                            6.1153,
                            7.0889,
                            6.2514,
                            6.8569,
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                            {
                                "text": "80.00",
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                                    6.1153,
                                    7.0889,
                                    6.1153,
                                    7.0889,
                                    6.2514,
                                    6.8569,
                                    6.2514
                                ]
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                        ]
                    },
                    {
                        "text": "Z4577",
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                            6.4375,
                            1.6514,
                            6.4375,
                            1.6514,
                            6.5736,
                            1.3972,
                            6.5736
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                                "text": "Z4577",
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                                    6.4375,
                                    1.6514,
                                    6.4375,
                                    1.6514,
                                    6.5736,
                                    1.3972,
                                    6.5736
                                ]
                            }
                        ]
                    },
                    {
                        "text": "Invoice 3-456-2 Data 11",
                        "boundingBox": [
                            2.1,
                            6.4375,
                            3.0833,
                            6.4375,
                            3.0833,
                            6.5736,
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                        "words": [
                            {
                                "text": "Invoice",
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                                    6.4375,
                                    2.3958,
                                    6.4375,
                                    2.3958,
                                    6.5736,
                                    2.1,
                                    6.5736
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                            },
                            {
                                "text": "3-456-2",
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                                    6.4375,
                                    2.7403,
                                    6.4375,
                                    2.7403,
                                    6.5736,
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                            },
                            {
                                "text": "Data",
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                                    6.4375,
                                    2.9569,
                                    6.4375,
                                    2.9569,
                                    6.5736,
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                                "text": "11",
                                "boundingBox": [
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                                    6.4375,
                                    3.0833,
                                    6.5736,
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                        ]
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                            6.4375,
                            4.4736,
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                                    6.4375,
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                                    6.4375,
                                    4.4736,
                                    6.5736,
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                                    6.5736
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                            6.4375,
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                            6.4375,
                            5.3444,
                            6.5736,
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                            6.5736
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                                    6.4375,
                                    5.3444,
                                    6.5736,
                                    5.1653,
                                    6.5736
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                        ]
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                            6.4375,
                            7.0889,
                            6.4375,
                            7.0889,
                            6.5736,
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                            6.5736
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                            {
                                "text": "455.00",
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                                    6.4375,
                                    7.0889,
                                    6.4375,
                                    7.0889,
                                    6.5736,
                                    6.8056,
                                    6.5736
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                        "text": "Z4578",
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                            6.7583,
                            1.6514,
                            6.7583,
                            1.6514,
                            6.8944,
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                                    1.6514,
                                    6.7583,
                                    1.6514,
                                    6.8944,
                                    1.3972,
                                    6.8944
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                            }
                        ]
                    },
                    {
                        "text": "Invoice 3-456-2 Data 12",
                        "boundingBox": [
                            2.1,
                            6.7583,
                            3.0833,
                            6.7583,
                            3.0833,
                            6.8944,
                            2.1,
                            6.8944
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                        "words": [
                            {
                                "text": "Invoice",
                                "boundingBox": [
                                    2.1,
                                    6.7583,
                                    2.3958,
                                    6.7583,
                                    2.3958,
                                    6.8944,
                                    2.1,
                                    6.8944
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                            },
                            {
                                "text": "3-456-2",
                                "boundingBox": [
                                    2.4181,
                                    6.7583,
                                    2.7403,
                                    6.7583,
                                    2.7403,
                                    6.8944,
                                    2.4181,
                                    6.8944
                                ]
                            },
                            {
                                "text": "Data",
                                "boundingBox": [
                                    2.7639,
                                    6.7583,
                                    2.9569,
                                    6.7583,
                                    2.9569,
                                    6.8944,
                                    2.7639,
                                    6.8944
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                            },
                            {
                                "text": "12",
                                "boundingBox": [
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                                    6.7583,
                                    3.0833,
                                    6.7583,
                                    3.0833,
                                    6.8944,
                                    2.9792,
                                    6.8944
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                        ]
                    },
                    {
                        "text": "44",
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                            6.7583,
                            4.4736,
                            6.7583,
                            4.4736,
                            6.8944,
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                            6.8944
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                                "text": "44",
                                "boundingBox": [
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                                    6.7583,
                                    4.4736,
                                    6.7583,
                                    4.4736,
                                    6.8944,
                                    4.3694,
                                    6.8944
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                    },
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                            6.7583,
                            5.3444,
                            6.7583,
                            5.3444,
                            6.8944,
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                            6.8944
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                                    6.7583,
                                    5.3444,
                                    6.8944,
                                    5.1653,
                                    6.8944
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                    {
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                        "boundingBox": [
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                            6.7583,
                            7.0889,
                            6.7583,
                            7.0889,
                            6.8944,
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                            {
                                "text": "44.00",
                                "boundingBox": [
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                                    6.7583,
                                    7.0889,
                                    6.7583,
                                    7.0889,
                                    6.8944,
                                    6.8569,
                                    6.8944
                                ]
                            }
                        ]
                    },
                    {
                        "text": "Invoice Subtotal:",
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                            6.1319,
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                                "text": "Subtotal:",
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                                    7.3083,
                                    6.1319,
                                    7.4486,
                                    5.7444,
                                    7.4486
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                        ]
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                    {
                        "text": "2,014.00",
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                            7.3125,
                            7.0958,
                            7.3125,
                            7.0958,
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                            7.4486
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                                "text": "2,014.00",
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                                    7.3125,
                                    7.0958,
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                                    6.7361,
                                    7.4486
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                        ]
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                        "text": "Tax Rate:",
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                            7.6278,
                            5.8083,
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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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                                    5.8083,
                                    7.6278,
                                    5.8083,
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                                    7.7694
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                            }
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                    },
                    {
                        "text": "8.75%",
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                            7.6333,
                            7.1278,
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                            7.7694
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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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                        ]
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                    {
                        "text": "176.23",
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                            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,
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                                    7.0833,
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                        "text": "Other:",
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                            5.6917,
                            8.2736,
                            5.6917,
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                                "text": "Other:",
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                        "text": "0",
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                            7.1278,
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                            8.4139
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                                "text": "0",
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                                    7.1278,
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                                    7.0764,
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                        "text": "Invoice Total:",
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                            5.4292,
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                            6.0028,
                            8.6097,
                            6.0028,
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                                "text": "Invoice",
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                                    8.6097,
                                    5.7347,
                                    8.75,
                                    5.4292,
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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,
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                                "text": "2,190.23",
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                            2.8611,
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                            2.8611,
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                                "text": "Make",
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自定义示例通过每种表单类型使用五个 PDF 文件训练的自定义模型进行提取

文档分析

检测并提取文档的文本和布局(如表、复选框、对象等)。

了解详细信息

预构建

这些是从文档中提取文本、键值对和行项的常见方案(如 ID、收据、发票等)的预训练模型。

了解详细信息

自定义

这项自定义表单服务使你可以对自己的数据进行训练,通过智能方式了解文档的结构。

了解详细信息

自定义表单的文本提取

使用与传统格式(如行业特定材料)不符的文档时,通常需要构建自己的解决方案。表单识别器中的自定义提取功能可以仅基于五个文档训练你自己的数据,从而帮助你克服此难题。第一输出不仅更可靠且更符合你的需求,还允许你提供人工输入,以创建针对表单自定义的高度准确的模型。

在云中或边缘的任何地方应用表单识别器

通过 Azure 应用 AI 服务中的容器支持,识别边缘、内部、云中的表单。可直接将可移植体系结构部署到 Azure Kubernetes 服务(AKS)Azure 容器实例或已部署到 Azure StackKubernetes 群集。随后,可使用表单识别器 API 的 REST 接口集成到 Azure 应用 AI 搜索索引、自动化企业流程并为企业创建自定义工作流。

了解详细信息

分析表单和文档

通过从文档中提取数据并将其放入数据可视化服务进行分析,来制定通过数据驱动的决策。

创建智能搜索索引

通过将表单识别器与 Azure 应用的 AI 搜索集成,可以轻松地在文档和表单中找到特定信息,例如应付帐款总额。

自动化业务工作流

从文档中提取文本、键值对、表格和结构,并将它们导入后端系统,用于执行索赔、发票和回执处理等任务。

使用 Cloud AI 服务推动应用创新

了解组织开始使用 AI 快速实现价值的五种关键方法。

隐私和安全性

  • 表单识别器对数据保密。Microsoft 不会使用对你的文档执行的自定义训练来改进表单识别器模型。
  • 数据由你控制。使用容器选择表单识别器处理数据的位置,这样可在混合环境中提供一致的数据、管理、标识和安全性。
  • 表单识别器属于 Azure 应用 AI 服务的一部分,由 Azure 基础结构和企业级安全性、可用性、合规性及可管理性提供支持。

经济高效地处理文档

从免费和标准定价选项中进行选择,以远低于手动提取的价格从文档中提取有价值的信息。

从三个步骤开始

表单识别器用于 Azure 帐户。

表单识别器会发现键、值和表。

使用简单的 REST API 从文档中提取数据。

文档和资源

开始使用

浏览文档

参加收据分析 Microsoft Learn 课程

探索代码示例

查看示例代码

使用表单识别器的客户和合作伙伴

自动化发票和合同流程

EY 正在帮助客户端使用表单识别器从合同和发票中提取数据,同时节省数十万小时的手动工作。

EY

简化患者登录

HCA Healthcare 使用表单识别器来简化和改善患者登录体验,并减少在护理中心系统中输入重复数据所花费的管理时间。

HCA Healthcare

加快获取见解的时间

Chevron 将表单识别器与 UiPath 的机器人过程自动化平台结合使用,以自动提取非结构化数据,使员工能够将时间集中在高价值分析上。

Chevron

提供五星忠诚体验

Emaar 使用表单识别器扫描收据和奖励忠诚度计划成员,区分其客户体验,并将每月处理成本降低 50% 以上。

Emaar

节省每个事务的时间

南非标准银行使用表单识别器自动处理复杂的跨界交易,改进客户服务,同时显著减少周转时间和运营费用。

Standard Bank of South Africa

有关表单识别器的常见问题解答

  • 查看 Azure 表单识别器的可用性
  • 它支持印刷和手写的表单、PDF 和图像。
  • Azure 表单识别器支持多种语言,包括英语、法语、德语、意大利语、西班牙语、葡萄牙语、荷兰语、中文、日语和朝鲜语。在此处查看完整列表。
  • 自定义选项使用五个示例来学习文档的结构,并根据这些文档进行调整以智能地提取文本和数据。“预建”选项不使用示例 - 模型已经过训练,可以直接使用它来从特定文档类型中提取键字段。
  • 布局功能使用通过专用于文档的高分辨率光学字符识别(OCR)提取文本。它还会提取表格的结构(行号和列号)、选择标记

你随时可以开始设置 Azure 免费帐户

可以给你提供什么帮助?