How to use PHP and Alibaba Cloud OCR to recognize handwritten mathematical formulas?
Introduction:
The recognition of handwritten mathematical formulas has always been one of the difficult problems of artificial intelligence. However, with the development of Alibaba Cloud OCR, the rapid recognition of handwritten mathematical formulas can be easily achieved. This article will introduce how to use PHP and Alibaba Cloud OCR service to recognize handwritten mathematical formulas, and provide corresponding code examples for readers' reference.
Prerequisites:
Before you start, you need to ensure that you have registered and passed Alibaba Cloud identity authentication, and obtained the AccessKey and AccessSecret to access the Alibaba Cloud OCR service. In addition, a PHP development environment needs to be installed.
Step 1: Introduce Alibaba Cloud SDK
First, we need to download and introduce Alibaba Cloud SDK from Alibaba Cloud official developer center to interact with Alibaba Cloud OCR service. Copy the aliyun-php-sdk-core
and aliyun-php-sdk-ocr
folders in the SDK to the project directory, and introduce the SDK files into the code.
require_once 'aliyun-php-sdk-core/Config.php'; require_once 'aliyun-php-sdk-ocr/TextScanRequest/V20191230/ClassifyTextRequest.php'; require_once 'aliyun-php-sdk-ocr/OCRRequest/V20191230/RecognizeFormulaRequest.php'; use DefaultAcsClient; use V20191230ClassifyTextRequest; use V20191230RecognizeFormulaRequest;
Step 2: Configure request parameters
Next, we need to configure the request parameters, including AccessKey, AccessSecret, request address, etc. Fill in these parameters in the corresponding locations in the code.
$accessKeyId = 'your-access-key-id'; $accessSecret = 'your-access-secret'; $endpoint = 'ocr.{region}.aliyuncs.com'; // 根据自己的实际情况填写 $regionId = 'cn-hangzhou'; // 根据自己的实际情况填写
Step 3: Create a request object and send the request
In this step, we need to create a request object and set relevant parameters. Then, use the DefaultAcsClient
class provided by Alibaba Cloud SDK to send the request and obtain the return result.
$config = new DefaultProfileConfig([ 'regionId' => $regionId, 'accessKeyId' => $accessKeyId, 'accessSecret' => $accessSecret ]); $profile = DefaultProfile::getProfile($regionId, $accessKeyId, $accessSecret); $client = new DefaultAcsClient($profile); $request = new RecognizeFormulaRequest(); $request->setUploadFileUrl('your-image-url'); // 替换为你的图片URL $response = $client->getAcsResponse($request);
Step 4: Parse the response result and output the recognition result
In the last step, we need to parse the response result and output the recognition result. According to the API documentation of Alibaba Cloud OCR, we can extract the recognized mathematical formula.
foreach ($response->data->elements as $element) { if ($element->type == "Formula") { echo $element->data->value . " "; } }
Summary:
Through the above steps, we can use PHP and Alibaba Cloud OCR service to easily identify handwritten mathematical formulas. We hope that the code examples in this article can help readers achieve fast and accurate recognition of handwritten mathematical formulas.
Reference materials:
Code examples :
require_once 'aliyun-php-sdk-core/Config.php'; require_once 'aliyun-php-sdk-ocr/TextScanRequest/V20191230/ClassifyTextRequest.php'; require_once 'aliyun-php-sdk-ocr/OCRRequest/V20191230/RecognizeFormulaRequest.php'; use DefaultAcsClient; use V20191230ClassifyTextRequest; use V20191230RecognizeFormulaRequest; $accessKeyId = 'your-access-key-id'; $accessSecret = 'your-access-secret'; $endpoint = 'ocr.{region}.aliyuncs.com'; // 根据自己的实际情况填写 $regionId = 'cn-hangzhou'; // 根据自己的实际情况填写 $config = new DefaultProfileConfig([ 'regionId' => $regionId, 'accessKeyId' => $accessKeyId, 'accessSecret' => $accessSecret ]); $profile = DefaultProfile::getProfile($regionId, $accessKeyId, $accessSecret); $client = new DefaultAcsClient($profile); $request = new RecognizeFormulaRequest(); $request->setUploadFileUrl('your-image-url'); // 替换为你的图片URL $response = $client->getAcsResponse($request); foreach ($response->data->elements as $element) { if ($element->type == "Formula") { echo $element->data->value . " "; } }
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