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OCR(optical character recognition),光学字符识别。
OCR文字识别是指电子设备(例如扫描仪或数码相机)检查纸上打印的字符,然后用字符识别方法将形状翻译成计算机文字的过程;即,对文本资料进行扫描,然后对图像文件进行分析处理,获取文字及版面信息的过程。
如何除错或利用辅助信息提高识别正确率,是OCR最重要的课题。
衡量一个OCR系统性能好坏的主要指标有:拒识率、误识率、识别速度、用户界面的友好性,产品的稳定性,易用性及可行性等。
OCR技术的实现,总体上可以分为五步:预处理图片、切割字符、识别字符、恢复版面、后处理文字。中间的三步是核心,头尾两步最难。
VS2019中新建窗体应用程序ImageRecognitionTextDemo,将默认的Form1重命名为FormImageRecognitionText。
选择目标平台为X64
将下载如下非托管dll放在应用程序的debug下,或者 复制到项目根目录下,选择始终复制。
注意托管Spire.OCR.dll需要自动引用如上六个框架包,因此Spire.OCR.dll和六个框架包必须在同一路径下。
文件 FormImageRecognitionText.Designer.cs源程序如下:
-
- namespace ImageRecognitionTextDemo
- {
- partial class FormImageRecognitionText
- {
- /// <summary>
- /// 必需的设计器变量。
- /// </summary>
- private System.ComponentModel.IContainer components = null;
-
- /// <summary>
- /// 清理所有正在使用的资源。
- /// </summary>
- /// <param name="disposing">如果应释放托管资源,为 true;否则为 false。</param>
- protected override void Dispose(bool disposing)
- {
- if (disposing && (components != null))
- {
- components.Dispose();
- }
- base.Dispose(disposing);
- }
-
- #region Windows 窗体设计器生成的代码
-
- /// <summary>
- /// 设计器支持所需的方法 - 不要修改
- /// 使用代码编辑器修改此方法的内容。
- /// </summary>
- private void InitializeComponent()
- {
- this.pictureBox1 = new System.Windows.Forms.PictureBox();
- this.rtxbDisplay = new System.Windows.Forms.RichTextBox();
- this.btnOpen = new System.Windows.Forms.Button();
- this.btnRecognize = new System.Windows.Forms.Button();
- ((System.ComponentModel.ISupportInitialize)(this.pictureBox1)).BeginInit();
- this.SuspendLayout();
- //
- // pictureBox1
- //
- this.pictureBox1.BorderStyle = System.Windows.Forms.BorderStyle.FixedSingle;
- this.pictureBox1.Location = new System.Drawing.Point(12, 12);
- this.pictureBox1.Name = "pictureBox1";
- this.pictureBox1.Size = new System.Drawing.Size(400, 400);
- this.pictureBox1.TabIndex = 0;
- this.pictureBox1.TabStop = false;
- //
- // rtxbDisplay
- //
- this.rtxbDisplay.Location = new System.Drawing.Point(418, 12);
- this.rtxbDisplay.Name = "rtxbDisplay";
- this.rtxbDisplay.ReadOnly = true;
- this.rtxbDisplay.Size = new System.Drawing.Size(562, 715);
- this.rtxbDisplay.TabIndex = 1;
- this.rtxbDisplay.Text = "";
- //
- // btnOpen
- //
- this.btnOpen.Font = new System.Drawing.Font("宋体", 13F, System.Drawing.FontStyle.Bold);
- this.btnOpen.Location = new System.Drawing.Point(51, 439);
- this.btnOpen.Name = "btnOpen";
- this.btnOpen.Size = new System.Drawing.Size(104, 56);
- this.btnOpen.TabIndex = 2;
- this.btnOpen.Text = "打开图片";
- this.btnOpen.UseVisualStyleBackColor = true;
- this.btnOpen.Click += new System.EventHandler(this.btnOpen_Click);
- //
- // btnRecognize
- //
- this.btnRecognize.Font = new System.Drawing.Font("宋体", 13F, System.Drawing.FontStyle.Bold);
- this.btnRecognize.Location = new System.Drawing.Point(217, 439);
- this.btnRecognize.Name = "btnRecognize";
- this.btnRecognize.Size = new System.Drawing.Size(104, 56);
- this.btnRecognize.TabIndex = 3;
- this.btnRecognize.Text = "识别图片";
- this.btnRecognize.UseVisualStyleBackColor = true;
- this.btnRecognize.Click += new System.EventHandler(this.btnRecognize_Click);
- //
- // FormImageRecognitionText
- //
- this.AutoScaleDimensions = new System.Drawing.SizeF(6F, 12F);
- this.AutoScaleMode = System.Windows.Forms.AutoScaleMode.Font;
- this.ClientSize = new System.Drawing.Size(982, 739);
- this.Controls.Add(this.btnRecognize);
- this.Controls.Add(this.btnOpen);
- this.Controls.Add(this.rtxbDisplay);
- this.Controls.Add(this.pictureBox1);
- this.Name = "FormImageRecognitionText";
- this.Text = "图像识别文本框架OCR";
- this.Load += new System.EventHandler(this.FormImageRecognitionText_Load);
- ((System.ComponentModel.ISupportInitialize)(this.pictureBox1)).EndInit();
- this.ResumeLayout(false);
-
- }
-
- #endregion
-
- private System.Windows.Forms.PictureBox pictureBox1;
- private System.Windows.Forms.RichTextBox rtxbDisplay;
- private System.Windows.Forms.Button btnOpen;
- private System.Windows.Forms.Button btnRecognize;
- }
- }
-
程序文件FormImageRecognitionText.cs
- using System;
- using System.Collections.Generic;
- using System.ComponentModel;
- using System.Data;
- using System.Drawing;
- using System.IO;
- using System.Linq;
- using System.Text;
- using System.Threading.Tasks;
- using System.Windows.Forms;
- using Spire.OCR;
-
- namespace ImageRecognitionTextDemo
- {
- public partial class FormImageRecognitionText : Form
- {
- public FormImageRecognitionText()
- {
- InitializeComponent();
- }
-
- private void FormImageRecognitionText_Load(object sender, EventArgs e)
- {
- //C# .NET实现扫描识别图片中的文字 Spire.OCR
- //OCR:光学字符识别。
- /*
- * OCR(optical character recognition)文字识别是指电子设备(例如扫描仪或数码相机)检查纸上打印的字符,
- * 然后用字符识别方法将形状翻译成计算机文字的过程;即,对文本资料进行扫描,然后对图像文件进行分析处理,获取文字及版面信息的过程。
- * 如何除错或利用辅助信息提高识别正确率,是OCR最重要的课题。
- * 衡量一个OCR系统性能好坏的主要指标有:拒识率、误识率、识别速度、用户界面的友好性,产品的稳定性,易用性及可行性等。
- * OCR技术的实现,总体上可以分为五步:预处理图片、切割字符、识别字符、恢复版面、后处理文字。中间的三步是核心,头尾两步最难。
- * 百家号技术:
- * https://baijiahao.baidu.com/s?id=1744946979174786023&wfr=spider&for=pc
- */
- pictureBox1.BackgroundImageLayout = ImageLayout.Zoom;
- }
-
- /// <summary>
- /// 显示文本框内容
- /// </summary>
- /// <param name="message"></param>
- private void DisplayContent(string message)
- {
- this.BeginInvoke(new Action(() =>
- {
- if (rtxbDisplay.TextLength > 10240)
- {
- rtxbDisplay.Clear();
- }
- rtxbDisplay.AppendText($"{DateTime.Now.ToString("HH:mm:ss.fff")}->{message}\n");
- rtxbDisplay.ScrollToCaret();
- }));
- Application.DoEvents();
- }
-
- /// <summary>
- /// 显示OCR处理结果
- /// </summary>
- /// <param name="ocrScanner"></param>
- /// <param name="stopwatch"></param>
- /// <param name="result"></param>
- private void DisplayProcessResultOCR(OcrScanner ocrScanner, System.Diagnostics.Stopwatch stopwatch, bool result)
- {
- IOCRText text = ocrScanner.Text;
- IOCRTextBlock[] ocrTextBlocks = text.Blocks;
- stopwatch.Stop();
- DisplayContent($"识别图片完成,耗时【{stopwatch.Elapsed.TotalMilliseconds}】ms:识别结果【{result}】,文本块个数【{ocrTextBlocks.Length}】");
- for (int i = 0; i < ocrTextBlocks.Length; i++)
- {
- DisplayContent($"第【{(i + 1).ToString("D2")}】个文本块:");
- DisplayContent($" Text:【{ocrTextBlocks[i].Text}】");
- DisplayContent($" Confidence:【{ocrTextBlocks[i].Confidence}】");
- DisplayContent($" Level:【{ocrTextBlocks[i].Level}】");
- DisplayContent($" IsTruncated:【{ocrTextBlocks[i].IsTruncated}】");
- DisplayContent($" Box:【{ocrTextBlocks[i].Box}】");
- //DisplayContent($" TextBlock:【{ocrTextBlocks[i].TextBlock == null}】");
- }
- MessageBox.Show(text.ToString());
- }
-
- private async void btnOpen_Click(object sender, EventArgs e)
- {
- OpenFileDialog openFileDialog = new OpenFileDialog();
- openFileDialog.Filter = "jpeg|*.jpg|bmp|*.bmp|gif|*.gif|png|*.png|tiff|*.tiff|All|*.*";
- if (openFileDialog.ShowDialog() == DialogResult.OK)
- {
- string fileName = openFileDialog.FileName;
- pictureBox1.BackgroundImage = Image.FromFile(fileName);
-
- await Task.Run(new Action(() =>
- {
- OcrScanner ocrScanner = new OcrScanner();
- System.Diagnostics.Stopwatch stopwatch = System.Diagnostics.Stopwatch.StartNew();
- DisplayContent($"开始识别图片:【{fileName}】");
- bool result = ocrScanner.Scan(fileName);
- DisplayProcessResultOCR(ocrScanner, stopwatch, result);
- }));
- }
- }
-
- private async void btnRecognize_Click(object sender, EventArgs e)
- {
- MemoryStream memoryStream = new MemoryStream();
- pictureBox1.BackgroundImage.Save(memoryStream, pictureBox1.BackgroundImage.RawFormat);
- await Task.Run(new Action(() =>
- {
- OcrScanner ocrScanner = new OcrScanner();
- System.Diagnostics.Stopwatch stopwatch = System.Diagnostics.Stopwatch.StartNew();
- DisplayContent($"开始识别图片:图片大小【{memoryStream.Length / 1024}】KB");
- OCRImageFormat imageFormat;
- Enum.TryParse(pictureBox1.BackgroundImage.RawFormat.ToString(), true, out imageFormat);
- bool result = ocrScanner.Scan(memoryStream, imageFormat);
- DisplayProcessResultOCR(ocrScanner, stopwatch, result);
- }));
- }
- }
- }
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