VisionAPI.cs
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using System;
using System.Collections.Generic;
using System.Drawing.Imaging;
using System.Drawing;
using System.Linq;
using System.Runtime.InteropServices;
using System.Text;
using System.Threading.Tasks;
using System.IO;
using System.Security.Permissions;
using System.Threading;
using log4net;
using System.Windows.Forms;
namespace paddleOCR
{
#region 结构体
// 图像信息
[StructLayout(LayoutKind.Sequential)]
public struct EyemImage
{
public IntPtr vpImage; // 地址
public int iWidth; // 图像内存 x 方向大小
public int iHeight; // 图像内存 y 方向大小
public int iDepth; // 图像位深度(详见说明)
public int iChannels; // 图像通道数
}
// 矩形定义
[StructLayout(LayoutKind.Sequential)]
public struct EyemRect
{
public int iXs; // 起始点(左上角) x 坐标
public int iYs; // 起始点(左上角) y 坐标
public int iWidth; // x 方向大小(宽度)
public int iHeight; // y 方向大小(高度)
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemRect2
{
public int iXs; // 起始点(左上角) x 坐标
public int iYs; // 起始点(左上角) y 坐标
public int iXe; // 端点(右下) x 坐标
public int iYe; // 端点(右下) y 坐标
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemRect3
{
public int iXs; // 起始点(左上角) x 坐标
public int iYs; // 起始点(左上角) y 坐标
public int iWidth; // x 方向大小(宽度)
public int iHeight; // y 方向大小(高度)
public double dVar; // 某种可能会使用的值
}
[StructLayout(LayoutKind.Sequential)]
public struct BboxContainer
{
//最多支持100个目标
[MarshalAs(UnmanagedType.ByValArray, SizeConst = 100)]
public EyemRect[] bboxes;
}
[StructLayout(LayoutKind.Sequential)]
public struct RotateBox
{
//最多支持25个目标
[MarshalAs(UnmanagedType.ByValArray, SizeConst = 25)]
public EyemOcsIXY[] p1;
[MarshalAs(UnmanagedType.ByValArray, SizeConst = 25)]
public EyemOcsIXY[] p2;
[MarshalAs(UnmanagedType.ByValArray, SizeConst = 25)]
public EyemOcsIXY[] p3;
[MarshalAs(UnmanagedType.ByValArray, SizeConst = 25)]
public EyemOcsIXY[] p4;
}
///////////////////////////////////////////////////////////////////////////////
// Orthogonal Coordinate System
/////////////////////
// int type
//
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsIXY
{
public int iX; // X坐标
public int iY; // Y坐标
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsIXYZ
{
public int iX; // X坐标
public int iY; // Y坐标
public int iZ; // Z坐标
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsIXYQ
{
public int iX; // X坐标
public int iY; // Y坐标
public int iQ; // θ
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsIXYR // 用于表示圆
{
public int iX; // X坐标
public int iY; // Y坐标
public int iR; // 半径
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsIABC // 用于表示直线(一般形式)
{
public int iA; // a
public int iB; // b
public int iC; // c
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsIRQ // 用于表示直线(黑森标准形式)或矢量
{
public int iR; // ρ
public int iQ; // θ
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsIXYQS
{
public int iX; // X坐标(单位:像素)
public int iY; // Y坐标(单位:像素)
public int iQ; // 斜率(単位:rad)
public int iS; // 刻度
}
/////////////////////
// float type
//
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsFXY
{
public float fX; // X坐标
public float fY; // Y坐标
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsFXYZ
{
public float fX; // X坐标
public float fY; // Y坐标
public float fZ; // Z坐标
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsFXYQ
{
public float fX; // X坐标
public float fY; // Y坐标
public float fQ; // θ
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsFXYR // 用于表示圆
{
public float fX; // X坐标
public float fY; // Y坐标
public float fR; // 半径
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsFABC // 用于表示直线(一般形式)
{
public float fA; // a
public float fB; // b
public float fC; // c
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsFRQ // 用于表示直线(黑森标准形式)或矢量
{
public float fR; // ρ
public float fQ; // θ
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsFXYQS
{
public float fX; // X坐标(単位:像素)
public float fY; // Y坐标(単位:像素)
public float fQ; // 斜率(単位:rad)
public float fS; // 刻度
}
/////////////////////
// double type
//
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsDXY
{
public double dX; // X坐标
public double dY; // Y坐标
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsDXYZ
{
public double dX; // X坐标
public double dY; // Y坐标
public double dZ; // Z坐标
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsDXYQ
{
public double dX; // X坐标
public double dY; // Y坐标
public double dQ; // θ
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsDXYR // 用于表示圆
{
public double dX; // 中心的X坐标
public double dY; // 中心的Y坐标
public double dR; // 半径
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsDABC // 直线(一般形)的表现形式
{
public double dA; // a
public double dB; // b
public double dC; // c
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsDRQ // 用于表示直线(黑森标准形状)和矢量
{
public double dR; // ρ
public double dQ; // θ
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsDXYQS
{
public double dX; // X坐标
public double dY; // Y坐标
public double dQ; // 旋转角度(単位:rad)
public double dS; // 规模
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsDABCD // 用于表示平面(一般形式)
{
public double dA; // a
public double dB; // b
public double dC; // c
public double dD; // d
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsDXYLSQ // 用于表示椭圆
{
public double dXo; // 中心X坐标
public double dYo; // 中心Y坐标
public double dL; // 长轴半径
public double dS; // 短轴半径
public double dQ; // 长轴倾斜角(単位:rad)
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsDPV // 用于表示三维空间中的直线
{
public EyemOcsDXYZ tP; // 直线上一点的坐标
public EyemOcsDXYZ tV; // 直线方向矢量
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemOcsDCRUVW // 用于表示椭圆体
{
public EyemOcsDXYZ tC; // 椭圆体中心
public EyemOcsDXYZ tR; // 轴半径(dX:长轴、dY:中轴、dZ:短轴)
public double dU; // 长轴投影到 XY 平面与 X 轴的角(单位:rad)
public double dV; // 长轴与XY平面之角(单位:rad)
public double dW; // 绕长轴旋转角度(单位:rad)
}
// Blob 分析结果
[StructLayout(LayoutKind.Sequential)]
public struct EyemBinBlob
{
public int iLabel; // 标签
public int iArea; // 面积
public double dCenterX; // 重心x坐标
public double dCenterY; // 重心y坐标
public int iXs, iYs, iXe, iYe; // 外接矩形(始点,终点)
public int iWidth, iHeight; // 外接矩形(x 方向大小(宽度),y 方向大小(高度))
public double dTheta; // 主轴倾斜角(rad)
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemChainCode
{
public int iLabel; // 标签
public double dX; // x坐标
public double dY; // y坐标
public double dVx, dVy; // 向量
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemBlobParams
{
// public bool isLight;
public bool filterByArea; //斑点大小限制
public int minArea, maxArea; //最小面积/最大面积
public bool filterByCircularity; //斑点圆度限制
public float minCircularity, maxCircularity; //圆度最小/大限制
public bool filterByInertia; //斑点的惯性率限制
public float minInertiaRatio, maxInertiaRatio; //惯性率最小/大限制
public bool filterByConvexity; //斑点凸度限制
public float minConvexity, maxConvexity; //凸度最小/大限制
}
// 条码 解码结果
[StructLayout(LayoutKind.Sequential)]
public struct EyemBarCode
{
public double dAngle; // 角度
public int iCenterX; // x坐标
public int iCenterY; // y坐标
public IntPtr hType; // 码类型
public IntPtr hText; // 码内容
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemModelID
{
public IntPtr vpImage; // 地址
public int iXs; // 图像X坐标
public int iYs; // 图像Y坐标
public int iWidth; // 图像内存X方向大小
public int iHeight; // 图像内存Y方向大小
public double dMatchDeg; // 匹配度
public IntPtr lpszName; // 名称
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemRigidMatrix
{
public double a00; // a00
public double a01; // a01
public double b00; // b00
public double a10; // a10
public double a11; // a11
public double b10; // b10
}
[StructLayout(LayoutKind.Sequential)]
public struct EyemHSVModel
{
[MarshalAs(UnmanagedType.ByValArray, SizeConst = 3)]
public double[] dpRangeL, dpRangeU; // 提取下限,提取上限[H S V]
[MarshalAs(UnmanagedType.ByValArray, SizeConst = 3)]
public double[] dpRangeLExt, dpRangeUExt; // 额外提取下限,额外提取上限(针对处于跨模型颜色,比如红色)[H S V]
}// 用于HSV颜色模型分割(H(0-180)、S(0-255)、V(0-255))
[StructLayout(LayoutKind.Sequential)]
public struct EyemTargetMatch
{
public float fCenterX;
public float fCenterY;
public float fMatchScore;
public float fMatchAngle;
}
#endregion
public unsafe partial class VisionAPI
{
#region 通用
/// <summary>
/// Win32 memory copy function
/// </summary>
/// <param name="dst">目标地址</param>
/// <param name="src">源地址</param>
/// <param name="count">长度</param>
/// <returns></returns>
[DllImport("ntdll.dll", CallingConvention = CallingConvention.Cdecl)]
private static extern byte* memcpy(byte* dst, byte* src, int count);
/// <summary>
/// 从进程中的非托管内存分配指定长度的内存
/// </summary>
/// <param name="cb">长度</param>
/// <returns>指向新分配的内存指针</returns>
[DllImport("eyemLib.dll", CallingConvention = CallingConvention.Cdecl)]
private static extern IntPtr eyemMallocMemBlock(int cb);
/// <summary>
/// 释放以前从非托管内存中分配的内存
/// </summary>
/// <param name="block">地址</param>
[DllImport("eyemLib.dll", CallingConvention = CallingConvention.Cdecl)]
private static extern void eyemFreeMemBlock(IntPtr block);
/// <summary>
/// 读取图像文件
/// </summary>
/// <param name="filename">文件名</param>
/// <param name="iFlags">读取标志,-1:按照原样加载图像 0:始终将图像转化成单通道灰度图像 1:如果设置,请始终将图像转换为3通道BGR彩色图像
/// 2:在输入具有相应深度时返回16位/32位图像,否则将其转换为8位 4:以任何可能的颜色格式读取图像 </param>
/// <param name="tpImage">图像</param>
/// <returns></returns>
[DllImport("eyemLib.dll", CharSet = CharSet.None, CallingConvention = CallingConvention.Cdecl)]
public static extern int eyemImageRead(string filename, int iFlags, out EyemImage tpImage);
/// <summary>
/// 释放图像资源
/// </summary>
/// <param name="tpImage">图像</param>
[DllImport("eyemLib.dll", CharSet = CharSet.None, CallingConvention = CallingConvention.Cdecl)]
public static extern void eyemImageFree(ref EyemImage tpImage);
#endregion
#region 深度学习目标检测器
/// <summary>
/// 初始化检测器
/// </summary>
/// <param name="detectorConfigPath">配置文件</param>
/// <param name="detectorModelPath">模型文件</param>
/// <returns></returns>
[DllImport("eyemLib.dll", CharSet = CharSet.None, CallingConvention = CallingConvention.Cdecl)]
public static extern int eyemInitNNDetector(string detectorConfigPath, string detectorModelPath, int iNetSizew, int iNetSizeh);
/// <summary>
/// 设置检测参数
/// </summary>
/// <param name="fConfidence">置信度</param>
/// <param name="fNMSThreshold">非极大值抑制阈值</param>
/// <returns></returns>
[DllImport("eyemLib.dll", CharSet = CharSet.None, CallingConvention = CallingConvention.Cdecl)]
public static extern int eyemNNDetectorParams(float fConfidence, float fNMSThreshold);
/// <summary>
/// 目标检测器
/// </summary>
/// <param name="tpImage">输入图像</param>
/// <returns></returns>
[DllImport("eyemLib.dll", CharSet = CharSet.None, CallingConvention = CallingConvention.Cdecl)]
public static extern int eyemNNDetector(EyemImage tpImage, out int ipNum, ref BboxContainer container, out EyemImage tpDstImg);
//实例分割
[DllImport("eyemLib.dll", CharSet = CharSet.None, CallingConvention = CallingConvention.Cdecl)]
public static extern int eyemNNInstanceSegment(EyemImage tpImage,float fThreshold, ref RotateBox container, out EyemImage tpDstImg);
//public static extern int eyemNNInstanceSegment(EyemImage tpImage, ref RotateBox container, out EyemImage tpDstImg);
//获取旋转图像
[DllImport("eyemLib.dll", CharSet = CharSet.None, CallingConvention = CallingConvention.Cdecl)]
public static extern int eyemAchvRotateImage(EyemImage tpImage, EyemOcsIXY p1, EyemOcsIXY p2, EyemOcsIXY p3, EyemOcsIXY p4, out EyemImage tpDstImg);
#endregion
#region OCR识别
#endregion
public static log4net.ILog log = LogManager.GetLogger("ocrService");
static string baseDir = ".\\LabelOut\\";
static System.Diagnostics.Stopwatch sw = new System.Diagnostics.Stopwatch();
//public static bool OCRHandle(string imgPath, out string result)
//{
// sw.Restart();
// result = "";
// if (string.IsNullOrEmpty(imgPath))
// {
// return false;
// }
// if (Directory.Exists(baseDir))
// {
// Directory.Delete(baseDir, true);
// }
// Directory.CreateDirectory(baseDir);
// EyemImage image = new EyemImage();
// EyemImage tpDstImg = new EyemImage();
// int flag;
// log.Info($"准备读取图像:{imgPath}");
// flag = eyemImageRead(imgPath, -1, out image);
// log.Info($"读取图像:{imgPath},rtnCode={flag}");
// ///实例分割
// ///
// {
// RotateBox container = new RotateBox();
// flag = eyemNNInstanceSegment(image, ref container, out tpDstImg);
// log.Info($"标签分割完成,rtncode={flag}");
// Bitmap b = eyemCvtToBitmap(tpDstImg);
// log.Info($"转换为Bitmap");
// b?.Save($"labelSplit.jpg", ImageFormat.Jpeg);
// log.Info($"保存分割结果图:labelSplit.jpg");
// eyemImageFree(ref tpDstImg);
// List<Task> tasks = new List<Task>();
// for (int i = 0; i < 25; i++)
// {
// EyemImage tpDstImg1 = new EyemImage();
// if (i < container.p1.Length && container.p1[i].iX != 0)
// {
// flag = eyemAchvRotateImage(image, container.p1[i], container.p2[i], container.p3[i], container.p4[i], out tpDstImg1);
// Bitmap lbl = eyemCvtToBitmap(tpDstImg1);
// lbl?.Save($"{baseDir}label{i}_1.jpg", ImageFormat.Jpeg);
// lbl?.RotateFlip(RotateFlipType.Rotate180FlipNone);
// lbl?.Save($"{baseDir}label{i}_2.jpg", ImageFormat.Jpeg);
// log.Info($"获取标签图像并保存:{baseDir}label{i}");
// eyemImageFree(ref tpDstImg1);
// }
// }
// eyemImageFree(ref image);
// }
// sw.Stop();
// log.Info($"分隔标签耗时:{sw.ElapsedMilliseconds}ms");
// //OCR识别
// List<StringBuilder> sb = new List<StringBuilder>();
// //eyemInitOCRRecognizer("./config.txt");
// sw.Restart();
// DirectoryInfo directoryInfo = new DirectoryInfo(baseDir);
// var files = directoryInfo.GetFiles();
// if (files != null && files.Length == 0)
// {
// log.Info($"无分割的标签,将原图传入名为label.jpg");
// byte[] bytes;
// using (FileStream fs = new FileStream(imgPath, FileMode.Open))
// {
// bytes = new byte[fs.Length];
// fs.Read(bytes, 0, bytes.Length);
// }
// MemoryStream memoryStream = new MemoryStream(bytes);
// Bitmap bitmap = new Bitmap(memoryStream);
// bitmap.Save($"{baseDir}label.jpg");
// }
// log.Info($"开始OCR识别");
// IntPtr ptr = Marshal.AllocHGlobal(1024);
// int rtn = eyemOCRRecognizer(baseDir, ref ptr);
// log.Info($"OCR识别完成:rtnCode={rtn}");
// sw.Stop();
// log.Info("识别耗时:" + sw.ElapsedMilliseconds.ToString() + "ms");
// string[] strs = Marshal.PtrToStringAnsi(ptr).Replace("\r", "").Split('\n');
// Marshal.FreeHGlobal(ptr);
// foreach (string str in strs)
// {
// if (string.IsNullOrEmpty(str)) continue;
// if (str.Contains(baseDir)) continue;
// result += str + ",";
// }
// if (result.EndsWith(","))
// {
// result = result.Substring(0, result.Length - 1);
// }
// log.Info("识别结果:" + result);
// return rtn == 0;
//}
public static Bitmap eyemCvtToBitmap(EyemImage tpImage)
{
if (tpImage.vpImage == IntPtr.Zero || tpImage.iDepth != 0)
return null;
PixelFormat format;
switch (tpImage.iChannels)
{
case 1:
format = PixelFormat.Format8bppIndexed;
break;
case 3:
format = PixelFormat.Format24bppRgb;
break;
case 4:
format = PixelFormat.Format32bppArgb;
break;
default:
return null;
}
Bitmap bitmap = new Bitmap(tpImage.iWidth, tpImage.iHeight, format);
//对于输出灰度图像
if (format == PixelFormat.Format8bppIndexed)
{
ColorPalette palette = bitmap.Palette;
for (int i = 0; i < 256; i++)
{
palette.Entries[i] = Color.FromArgb(i, i, i);
}
bitmap.Palette = palette;
}
//锁定数据区
BitmapData bd = bitmap.LockBits(new Rectangle(0, 0, tpImage.iWidth, tpImage.iHeight),
ImageLockMode.WriteOnly, format);
try
{
int pd = ((tpImage.iWidth * tpImage.iChannels) + 3) / 4 * 4;
long bytesToCopy = tpImage.iWidth * tpImage.iChannels;
for (int y = 0; y < tpImage.iHeight; y++)
{
long offsetSrc = (y * tpImage.iWidth * tpImage.iChannels);
long offsetDst = (y * pd);
Buffer.MemoryCopy((byte*)(tpImage.vpImage.ToPointer()) + offsetSrc, (byte*)(bd.Scan0.ToPointer()) + offsetDst, bytesToCopy, bytesToCopy);
}
}
finally
{
bitmap.UnlockBits(bd);
}
return bitmap;
}
public static EyemImage eyemCvtToEyemImage2(Bitmap bitmap)
{
EyemImage tpImage = new EyemImage();
//锁定数据区
BitmapData bd = bitmap.LockBits(new Rectangle(0, 0, bitmap.Width, bitmap.Height),
ImageLockMode.ReadOnly, bitmap.PixelFormat);
switch (bitmap.PixelFormat)
{
case PixelFormat.Format8bppIndexed:
tpImage.iChannels = 1;
break;
case PixelFormat.Format24bppRgb:
tpImage.iChannels = 3;
break;
case PixelFormat.Format32bppArgb:
tpImage.iChannels = 4;
break;
default:
throw new Exception("Image formats are not supported");
}
//仅支持8位
tpImage.iDepth = 0;
//图像尺寸
tpImage.iWidth = bitmap.Width; tpImage.iHeight = bitmap.Height;
//分配内存
tpImage.vpImage = eyemMallocMemBlock(bd.Stride * bd.Height);
try
{
int pd = ((tpImage.iWidth * tpImage.iChannels) + 3) / 4 * 4;
long bytesToCopy = tpImage.iWidth * tpImage.iChannels;
for (int y = 0; y < tpImage.iHeight; y++)
{
long offsetSrc = y * pd;
long offsetDst = y * tpImage.iWidth * tpImage.iChannels;
Buffer.MemoryCopy((byte*)(bd.Scan0.ToPointer()) + offsetSrc, (byte*)(tpImage.vpImage.ToPointer()) + offsetDst, bytesToCopy, bytesToCopy);
}
}
finally
{
bitmap.UnlockBits(bd);
}
return tpImage;
}
}
}