使用 IronOCR 处理验证码
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IronOCR能读取验证码吗?
这有可能,但不能保证。
大多数 CAPTCHA 生成器都经过精心设计,旨在欺骗 OCR 软件,有些甚至使用"无法被 OCR 软件(如 Tesseract)读取"作为单元测试。
验证码从定义上来说,对于OCR引擎来说非常难以读取。 分辨率非常低,每个字符都经过精心安排,与其他字符的角度和间距各不相同,并且还加入了变化的背景噪声。
去除背景噪声后的灰度图像比彩色图像更容易处理,但仍然具有挑战性:
以下是一段 C# 代码示例,尝试去除噪声并将 CAPTCHA 图像转换为灰度图像,以提高 OCR 结果:
using IronOcr;
class CaptchaReader
{
static void Main(string[] args)
{
// Initialize the IronOCR engine
var Ocr = new IronTesseract();
// Create an OCR input object
var Input = new OcrInput("captcha-image.jpg");
// Apply noise reduction to improve OCR accuracy
// This removes background noise while preserving text
Input.DeNoise();
// Optionally apply a deep clean for more aggressive noise removal
Input.DeepCleanBackgroundNoise();
// Convert the image to grayscale
// OCR works better on grayscale images compared to colored ones
Input.ToGrayScale();
// Perform OCR to extract text from the image
var Result = Ocr.Read(Input);
// Output the recognized text to the console
Console.WriteLine(Result.Text);
}
}using IronOcr;
class CaptchaReader
{
static void Main(string[] args)
{
// Initialize the IronOCR engine
var Ocr = new IronTesseract();
// Create an OCR input object
var Input = new OcrInput("captcha-image.jpg");
// Apply noise reduction to improve OCR accuracy
// This removes background noise while preserving text
Input.DeNoise();
// Optionally apply a deep clean for more aggressive noise removal
Input.DeepCleanBackgroundNoise();
// Convert the image to grayscale
// OCR works better on grayscale images compared to colored ones
Input.ToGrayScale();
// Perform OCR to extract text from the image
var Result = Ocr.Read(Input);
// Output the recognized text to the console
Console.WriteLine(Result.Text);
}
}Imports IronOcr
Friend Class CaptchaReader
Shared Sub Main(ByVal args() As String)
' Initialize the IronOCR engine
Dim Ocr = New IronTesseract()
' Create an OCR input object
Dim Input = New OcrInput("captcha-image.jpg")
' Apply noise reduction to improve OCR accuracy
' This removes background noise while preserving text
Input.DeNoise()
' Optionally apply a deep clean for more aggressive noise removal
Input.DeepCleanBackgroundNoise()
' Convert the image to grayscale
' OCR works better on grayscale images compared to colored ones
Input.ToGrayScale()
' Perform OCR to extract text from the image
Dim Result = Ocr.Read(Input)
' Output the recognized text to the console
Console.WriteLine(Result.Text)
End Sub
End Class$vbLabelText $csharpLabel
- PdfWriter:此对象负责写入PDF文件。它作用于文件路径,并写入有效PDF文档所需的结构。
IronOcr:该库用于从图像中读取文本。OcrInput:此类表示用于 OCR 处理的图像输入。DeNoise:此方法用于减少图像中的背景噪声。DeepCleanBackgroundNoise:如果基本DeNoise不佳,则采用此方法进行更彻底的降噪。ToGrayScale:将图像转换为灰度图像,以提高识别准确率。Read:调用此方法从预处理的图像中提取文本。
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