General Table
Function
This API detects and extracts text from images of general tables and converts the text into JSON format. The returned results include two types of image area (words_region): text area (text) and table area (table). They also include table structures (rows and columns) and text information. For details about the constraints on using this API, see Constraints and Limitations. For details about how to use this API, see Introduction to OCR.
Constraints and Limitations
- Only images in PNG, JPG, JPEG, BMP, or TIFF format can be recognized.
- No side of the image can be smaller than 15 or larger than 8,192 pixels.
- The area to be recognized must occupy more than 80% of the image. When scanning a table, ensure that the entire table and its surrounding area are included in the image.
- An image can be rotated to any angle.
- Text in images with complex backgrounds (such as outdoor scenery or anti-counterfeit watermarks) or distorted table lines cannot be recognized.
- English and Chinese are supported but support for traditional Chinese characters is limited.
Calling Method
For details, see Calling APIs.
Prerequisites
Before using this API, subscribe to the service and complete authentication. For details, see Subscribing to an OCR Service and Authentication.
Before using the service for the first time, you need to enable the service by clicking Subscribe. You only need to subscribe to the service once. If you have not subscribed to the service yet, error "ModelArts.4204" will be displayed when you call this API. Before you call the API, log in to the OCR console and subscribe to the corresponding service. Ensure that you make the subscription to the service in the same region where you want to call this API.
URI
POST /v2/{project_id}/ocr/general-table
Parameter |
Mandatory |
Description |
---|---|---|
endpoint |
Yes |
Endpoint, which is the request address for calling an API. The endpoint varies depending on services in different regions. For more details, see Endpoints. |
project_id |
Yes |
Project ID, which can be obtained from Obtaining a Project ID. |
Request Parameters
Parameter |
Mandatory |
Type |
Description |
---|---|---|---|
X-Auth-Token |
Yes |
String |
User token Used to obtain the permission to call APIs. The token is the value of X-Subject-Token in the response header in Authentication. |
Content-Type |
Yes |
String |
MIME type of the request body. The value is application/json. |
Enterprise-Project-Id |
No |
String |
Enterprise project ID. OCR uses Enterprise Project Management Service (EPS) to split fees for resources used by different user groups and users. To obtain the enterprise project ID, go to the Enterprise Project Management console, click the enterprise project name, and obtain the enterprise project ID on the enterprise project details page.
For details about how to create an enterprise project, see Optical Character Recognition User Guide.
NOTE:
After an enterprise project is created, parameter transfer involves the following scenarios:
|
Parameter |
Mandatory |
Type |
Description |
---|---|---|---|
image |
No |
String |
Set either this parameter or url. Base64-encoded image file. The image file has a size limit of 10 MB. No side of the image can be smaller than 15 or larger than 8,192 pixels. Only images in JPEG, JPG, PNG, BMP, or TIFF format can be recognized. An example is /9j/4AAQSkZJRgABAg.... If the image data contains an unnecessary prefix, the error "The image format is not supported" is reported. |
url |
No |
String |
Set either this parameter or image. Image URL. Currently, the following URLs are supported:
NOTE:
|
return_text_location |
No |
Boolean |
Whether to return coordinates of text blocks and cells. Value options are as follows:
If this parameter is not specified, false is used by default. |
return_char_location |
No |
Boolean |
Coordinate information of a single character. The options are as follows:
If this parameter is not specified, false is used by default. If this parameter is set to true, return_text_location must be true. |
return_confidence |
No |
Boolean |
Whether the confidence will be returned. The options are as follows:
If this parameter is not specified, false is used by default. In this case, the confidence will not be returned. |
return_excel |
No |
Boolean |
Whether to return the Base64-encoded field for converting a table into a Microsoft Excel file. The options are as follows:
You can use the Python function base64.b64decode to decode the returned Excel code and save it as an .xlsx file. |
return_rectification_matrix |
No |
Boolean |
The options are as follows:
If this parameter is not specified, false is used by default. In this case, the perspective transformation matrix will not be returned. |
with_borders |
No |
Boolean |
The options are as follows:
If this parameter is not specified, the default value false is used. If the input image contains only bordered tables, set this parameter to true to achieve more accurate recognition results. |
Response Parameters
The status code may vary depending on the recognition results. For example, 200 indicates that the API is successfully called, and 400 indicates that the API fails to be called. The following describes the status codes and corresponding response parameters.
Status code: 200
Parameter |
Type |
Description |
---|---|---|
result |
GeneralTableResult object |
Calling result of a successful API call This parameter is not included when the API fails to be called. |
Parameter |
Type |
Description |
---|---|---|
words_region_count |
Integer |
Number of text areas |
words_region_list |
Array of WordsRegionList objects |
List of recognition results in text areas. The output sequence is from left to right and from top to bottom. |
excel |
String |
The table image is converted into the Base64 code of the Excel file. The text and table in the image are written into the Excel file by position. Decode the returned code using base64.b64decode and save it as an .xlsx file. |
Parameter |
Type |
Description |
---|---|---|
type |
String |
Type of the text identification area. The options are as follows:
|
words_block_count |
Integer |
Number of text blocks recognized in a sub-area |
words_block_list |
Array of GeneralTableWordsBlockList objects |
List of text blocks recognized in a sub-area. The output sequence is from left to right and from top to bottom. |
Parameter |
Type |
Description |
---|---|---|
words |
String |
Recognition result of a text block |
confidence |
Float |
Average confidence of fields. A higher confidence indicates a higher accuracy of the field identified. The confidence is calculated using algorithms and is not equal to the accuracy. |
location |
Array<Array<Integer>> |
Text block location information, in list format, indicating the X and Y coordinates of the four vertices in a text block. The coordinate origin is the upper left corner of the image, the X axis is horizontal, and the Y axis is vertical. |
words_list |
Array of WordsListIem objects |
List of the character blocks in a cell. The output sequence is from left to right and from top to bottom. This parameter is available only when the input parameter return_text_location is set to true. |
rows |
Array of integers |
Rows occupied by text. The values start from 0 and are displayed in a list. The data type is Integer. This parameter is valid only in table recognition areas, that is, this parameter is valid only when type is table. |
columns |
Array of integers |
Columns occupied by text. The values start from 0 and are displayed in a list. The data type is Integer. This parameter is valid only in table recognition areas, that is, this parameter is valid only when type is table. |
cell_location |
Array<Array<Integer>> |
Cell position information, in list format, indicating the X and Y coordinates of the four vertices in a cell. The coordinate origin is the upper left corner of the image, the X axis is horizontal, and the Y axis is vertical. |
Parameter |
Type |
Description |
---|---|---|
words |
String |
Recognition result of a text block |
confidence |
Float |
Average confidence of fields. A higher confidence indicates a higher accuracy of the field identified. The confidence is calculated using algorithms and is not equal to the accuracy. |
location |
Array<Array<Integer>> |
Text block location information, in list format, indicating the X and Y coordinates of the four vertices in a text block. The coordinate origin is the upper left corner of the image, the X axis is horizontal, and the Y axis is vertical. |
char_list |
Array of CharListIem objects |
List of the character blocks in a cell. The output sequence is from left to right and from top to bottom. This parameter is available only when the input parameters return_text_location and return_char_location are both set to true. |
Parameter |
Type |
Description |
---|---|---|
char |
String |
Recognition result of a single character |
char_confidence |
Float |
Confidence of a single character. A higher confidence indicates a higher accuracy of the field identified. The confidence is calculated using algorithms and is not equal to the accuracy. |
char_location |
Array<Array<Integer>> |
Location information of a single character, in list format, indicating the X and Y coordinates of the four vertices in a text block. The coordinate origin is the upper left corner of the image, the X axis is horizontal, and the Y axis is vertical. |
Status code: 400
Parameter |
Type |
Description |
---|---|---|
error_code |
String |
Error code of a failed API call. For details, see Error Codes. This parameter is not returned when the API is successfully called. |
error_msg |
String |
Error message when the API call fails. This parameter is not included when the API is successfully called. |
Example Request
- endpoint is the request URL for calling an API. Endpoints vary depending on services and regions. For details, see Endpoints.
For example, General Table OCR is deployed in the AP-Singapore region. The endpoint is ocr.ap-southeast-3.myhuaweicloud.com or ocr.ap-southeast-3.myhuaweicloud.cn. The request URL is https://ocr.ap-southeast-3.myhuaweicloud.com/v2/{project_id}/ocr/general-table. project_id is the project ID. For how to obtain the project ID, see Obtaining a Project ID.
- For details about how to obtain a token, see Authentication.
- Transfer the Base64 code of a table image for recognition and does not return the confidence.
POST https://{endpoint}/v2/{project_id}/ocr/general-table Request Header: Content-Type: application/json X-Auth-Token: MIINRwYJKoZIhvcNAQcCoIINODCCDTQCAQExDTALBglghkgBZQMEAgEwgguVBgkqhkiG... Request Body: { "image":"/9j/4AAQSkZJRgABAgEASABIAAD/4RFZRXhpZgAATU0AKgAAAAg...", "return_confidence":false }
- Transfer the URL of a table image for recognition and does not return the confidence.
POST https://{endpoint}/v2/{project_id}/ocr/general-table Request Header: Content-Type: application/json X-Auth-Token: MIINRwYJKoZIhvcNAQcCoIINODCCDTQCAQExDTALBglghkgBZQMEAgEwgguVBgkqhkiG... Request Body: { "url":"https://BucketName.obs.xxxx.com/ObjectName", "return_confidence":false }
Example Response
Status code: 200
Example response for a successful request
{ "result": { "words_region_count": 2, "words_region_list" : [ { "type" : "text", "words_block_count" : 1, "words_block_list" : [ { "words": "Text block 1 recognized in the text area", "confidence" : 0.9991 } ] }, { "type" : "table", "words_block_count" : 2, "words_block_list" : [ { "words": "Text block 1 recognized in the table area", "confidence" : 0.9942, "rows" : [ 0 ], "columns" : [ 0 ] }, { "words": "Text block 2 recognized in the table area", "confidence" : 0.914, "rows" : [ 0 ], "columns" : [ 1, 2 ] } ] } ] } }
Status code: 400
Example response for a failed request
{ "result" : { "error_code" : "AIS.0103", "error_msg" : "The image size does not meet the requirements." } }
Example SDK Code
The example SDK code is as follows:
You are advised to update the SDKs to the latest versions before use to prevent the local outdated SDKs from being unable to use the latest OCR functions.
- Transfer the Base64 code of a table image for recognition and does not return the confidence.
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package com.huaweicloud.sdk.test; import com.huaweicloud.sdk.core.auth.ICredential; import com.huaweicloud.sdk.core.auth.BasicCredentials; import com.huaweicloud.sdk.core.exception.ConnectionException; import com.huaweicloud.sdk.core.exception.RequestTimeoutException; import com.huaweicloud.sdk.core.exception.ServiceResponseException; import com.huaweicloud.sdk.ocr.v1.region.OcrRegion; import com.huaweicloud.sdk.ocr.v1.*; import com.huaweicloud.sdk.ocr.v1.model.*; public class RecognizeGeneralTableSolution { public static void main(String[] args) { // The AK and SK used for authentication are hard-coded or stored in plaintext, which has great security risks. It is recommended that the AK and SK be stored in ciphertext in configuration files or environment variables and decrypted during use to ensure security. // In this example, AK and SK are stored in environment variables for authentication. Before running this example, set environment variables CLOUD_SDK_AK and CLOUD_SDK_SK in the local environment String ak = System.getenv("CLOUD_SDK_AK"); String sk = System.getenv("CLOUD_SDK_SK"); ICredential auth = new BasicCredentials() .withAk(ak) .withSk(sk); OcrClient client = OcrClient.newBuilder() .withCredential(auth) .withRegion(OcrRegion.valueOf("<YOUR REGION>")) .build(); RecognizeGeneralTableRequest request = new RecognizeGeneralTableRequest(); GeneralTableRequestBody body = new GeneralTableRequestBody(); body.withReturnConfidence(false); body.withImage("/9j/4AAQSkZJRgABAgEASABIAAD/4RFZRXhpZgAATU0AKgAAAA..."); request.withBody(body); try { RecognizeGeneralTableResponse response = client.recognizeGeneralTable(request); System.out.println(response.toString()); } catch (ConnectionException e) { e.printStackTrace(); } catch (RequestTimeoutException e) { e.printStackTrace(); } catch (ServiceResponseException e) { e.printStackTrace(); System.out.println(e.getHttpStatusCode()); System.out.println(e.getRequestId()); System.out.println(e.getErrorCode()); System.out.println(e.getErrorMsg()); } } }
- Transfer the URL of a table image for recognition and does not return the confidence.
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49
package com.huaweicloud.sdk.test; import com.huaweicloud.sdk.core.auth.ICredential; import com.huaweicloud.sdk.core.auth.BasicCredentials; import com.huaweicloud.sdk.core.exception.ConnectionException; import com.huaweicloud.sdk.core.exception.RequestTimeoutException; import com.huaweicloud.sdk.core.exception.ServiceResponseException; import com.huaweicloud.sdk.ocr.v1.region.OcrRegion; import com.huaweicloud.sdk.ocr.v1.*; import com.huaweicloud.sdk.ocr.v1.model.*; public class RecognizeGeneralTableSolution { public static void main(String[] args) { // The AK and SK used for authentication are hard-coded or stored in plaintext, which has great security risks. It is recommended that the AK and SK be stored in ciphertext in configuration files or environment variables and decrypted during use to ensure security. // In this example, AK and SK are stored in environment variables for authentication. Before running this example, set environment variables CLOUD_SDK_AK and CLOUD_SDK_SK in the local environment String ak = System.getenv("CLOUD_SDK_AK"); String sk = System.getenv("CLOUD_SDK_SK"); ICredential auth = new BasicCredentials() .withAk(ak) .withSk(sk); OcrClient client = OcrClient.newBuilder() .withCredential(auth) .withRegion(OcrRegion.valueOf("<YOUR REGION>")) .build(); RecognizeGeneralTableRequest request = new RecognizeGeneralTableRequest(); GeneralTableRequestBody body = new GeneralTableRequestBody(); body.withReturnConfidence(false); body.withUrl("https://BucketName.obs.myhuaweicloud.com/ObjectName"); request.withBody(body); try { RecognizeGeneralTableResponse response = client.recognizeGeneralTable(request); System.out.println(response.toString()); } catch (ConnectionException e) { e.printStackTrace(); } catch (RequestTimeoutException e) { e.printStackTrace(); } catch (ServiceResponseException e) { e.printStackTrace(); System.out.println(e.getHttpStatusCode()); System.out.println(e.getRequestId()); System.out.println(e.getErrorCode()); System.out.println(e.getErrorMsg()); } } }
- Transfer the Base64 code of a table image for recognition and does not return the confidence.
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# coding: utf-8 from huaweicloudsdkcore.auth.credentials import BasicCredentials from huaweicloudsdkocr.v1.region.ocr_region import OcrRegion from huaweicloudsdkcore.exceptions import exceptions from huaweicloudsdkocr.v1 import * if __name__ == "__main__": # The AK and SK used for authentication are hard-coded or stored in plaintext, which has great security risks. It is recommended that the AK and SK be stored in ciphertext in configuration files or environment variables and decrypted during use to ensure security. # In this example, AK and SK are stored in environment variables for authentication. Before running this example, set environment variables CLOUD_SDK_AK and CLOUD_SDK_SK in the local environment ak = os.getenv("CLOUD_SDK_AK") sk = os.getenv("CLOUD_SDK_SK") credentials = BasicCredentials(ak, sk) \ client = OcrClient.new_builder() \ .with_credentials(credentials) \ .with_region(OcrRegion.value_of("<YOUR REGION>")) \ .build() try: request = RecognizeGeneralTableRequest() request.body = GeneralTableRequestBody( return_confidence=False, image="/9j/4AAQSkZJRgABAgEASABIAAD/4RFZRXhpZgAATU0AKgAAAA..." ) response = client.recognize_general_table(request) print(response) except exceptions.ClientRequestException as e: print(e.status_code) print(e.request_id) print(e.error_code) print(e.error_msg)
- Transfer the URL of a table image for recognition and does not return the confidence.
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# coding: utf-8 from huaweicloudsdkcore.auth.credentials import BasicCredentials from huaweicloudsdkocr.v1.region.ocr_region import OcrRegion from huaweicloudsdkcore.exceptions import exceptions from huaweicloudsdkocr.v1 import * if __name__ == "__main__": # The AK and SK used for authentication are hard-coded or stored in plaintext, which has great security risks. It is recommended that the AK and SK be stored in ciphertext in configuration files or environment variables and decrypted during use to ensure security. # In this example, AK and SK are stored in environment variables for authentication. Before running this example, set environment variables CLOUD_SDK_AK and CLOUD_SDK_SK in the local environment ak = os.getenv("CLOUD_SDK_AK") sk = os.getenv("CLOUD_SDK_SK") credentials = BasicCredentials(ak, sk) \ client = OcrClient.new_builder() \ .with_credentials(credentials) \ .with_region(OcrRegion.value_of("<YOUR REGION>")) \ .build() try: request = RecognizeGeneralTableRequest() request.body = GeneralTableRequestBody( return_confidence=False, url="https://BucketName.obs.myhuaweicloud.com/ObjectName" ) response = client.recognize_general_table(request) print(response) except exceptions.ClientRequestException as e: print(e.status_code) print(e.request_id) print(e.error_code) print(e.error_msg)
- Transfer the Base64 code of a table image for recognition and does not return the confidence.
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package main import ( "fmt" "github.com/huaweicloud/huaweicloud-sdk-go-v3/core/auth/basic" ocr "github.com/huaweicloud/huaweicloud-sdk-go-v3/services/ocr/v1" "github.com/huaweicloud/huaweicloud-sdk-go-v3/services/ocr/v1/model" region "github.com/huaweicloud/huaweicloud-sdk-go-v3/services/ocr/v1/region" ) func main() { // The AK and SK used for authentication are hard-coded or stored in plaintext, which has great security risks. It is recommended that the AK and SK be stored in ciphertext in configuration files or environment variables and decrypted during use to ensure security. // In this example, AK and SK are stored in environment variables for authentication. Before running this example, set environment variables CLOUD_SDK_AK and CLOUD_SDK_SK in the local environment ak := os.Getenv("CLOUD_SDK_AK") sk := os.Getenv("CLOUD_SDK_SK") auth := basic.NewCredentialsBuilder(). WithAk(ak). WithSk(sk). Build() client := ocr.NewOcrClient( ocr.OcrClientBuilder(). WithRegion(region.ValueOf("<YOUR REGION>")). WithCredential(auth). Build()) request := &model.RecognizeGeneralTableRequest{} returnConfidenceGeneralTableRequestBody:= false imageGeneralTableRequestBody:= "/9j/4AAQSkZJRgABAgEASABIAAD/4RFZRXhpZgAATU0AKgAAAA..." request.Body = &model.GeneralTableRequestBody{ ReturnConfidence: &returnConfidenceGeneralTableRequestBody, Image: &imageGeneralTableRequestBody, } response, err := client.RecognizeGeneralTable(request) if err == nil { fmt.Printf("%+v\n", response) } else { fmt.Println(err) } }
- Transfer the URL of a table image for recognition and does not return the confidence.
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41
package main import ( "fmt" "github.com/huaweicloud/huaweicloud-sdk-go-v3/core/auth/basic" ocr "github.com/huaweicloud/huaweicloud-sdk-go-v3/services/ocr/v1" "github.com/huaweicloud/huaweicloud-sdk-go-v3/services/ocr/v1/model" region "github.com/huaweicloud/huaweicloud-sdk-go-v3/services/ocr/v1/region" ) func main() { // The AK and SK used for authentication are hard-coded or stored in plaintext, which has great security risks. It is recommended that the AK and SK be stored in ciphertext in configuration files or environment variables and decrypted during use to ensure security. // In this example, AK and SK are stored in environment variables for authentication. Before running this example, set environment variables CLOUD_SDK_AK and CLOUD_SDK_SK in the local environment ak := os.Getenv("CLOUD_SDK_AK") sk := os.Getenv("CLOUD_SDK_SK") auth := basic.NewCredentialsBuilder(). WithAk(ak). WithSk(sk). Build() client := ocr.NewOcrClient( ocr.OcrClientBuilder(). WithRegion(region.ValueOf("<YOUR REGION>")). WithCredential(auth). Build()) request := &model.RecognizeGeneralTableRequest{} returnConfidenceGeneralTableRequestBody:= false urlGeneralTableRequestBody:= "https://BucketName.obs.myhuaweicloud.com/ObjectName" request.Body = &model.GeneralTableRequestBody{ ReturnConfidence: &returnConfidenceGeneralTableRequestBody, Url: &urlGeneralTableRequestBody, } response, err := client.RecognizeGeneralTable(request) if err == nil { fmt.Printf("%+v\n", response) } else { fmt.Println(err) } }
For more SDK code examples in various programming languages, see the Sample Code tab on the right of the API Explorer page, which can automatically generate corresponding SDK code examples.
Status Codes
Status Code |
Description |
---|---|
200 |
Example response for a successful request |
400 |
Example response for a failed request |
See Status Codes.
Error Codes
See Error Codes.
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