CPUDeepObjectDetectClass.cs 19 KB

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  1. //海康的深度学习检测-CPU
  2. using MvvmScaffoldFrame48.Model.StorageModel.ImageAlgorithm;
  3. using System;
  4. using System.Collections.Generic;
  5. using System.Drawing;
  6. using System.IO;
  7. using System.Linq;
  8. using System.Text;
  9. using System.Threading.Tasks;
  10. using System.Xml;
  11. using VisionDesigner;
  12. using VisionDesigner.MVDCNNDetect;
  13. namespace MvvmScaffoldFrame48.DLL.ImageAlgorithm
  14. {
  15. public class CPUDeepObjectDetectClass
  16. {
  17. private CNNDetectTool m_stCNNDetectToolObj = null;
  18. private CMvdXmlParseTool m_stXmlParseToolObj = null;
  19. private CMvdImage m_stInputImage = null;
  20. List<CMvdRectangleF> m_lBlobBoxRender1 = new List<CMvdRectangleF>();
  21. private CMvdShape m_stROIShape = null;
  22. private MVD_ALGORITHM_PLATFORM_TYPE m_enPlatformType = MVD_ALGORITHM_PLATFORM_TYPE.MVD_ALGORITHM_PLATFORM_CPU;
  23. MVD_CNN_CROP_TYPE m_enCropRoiType = MVD_CNN_CROP_TYPE.MVD_CNN_ROI_TYPE_NORMAL;
  24. MVD_CNN_PREDICT_MODE m_enPredictMode = MVD_CNN_PREDICT_MODE.MVD_CNN_PREDICT_NORMAL;
  25. public CPUDeepObjectDetectClass()
  26. {
  27. m_stCNNDetectToolObj = new CNNDetectTool(m_enPlatformType);
  28. byte[] fileBytes = new byte[256];
  29. uint nConfigDataSize = 256;
  30. uint nConfigDataLen = 0;
  31. try
  32. {
  33. m_stCNNDetectToolObj.SaveConfiguration(fileBytes, nConfigDataSize, ref nConfigDataLen);
  34. }
  35. catch (MvdException ex)
  36. {
  37. if (MVD_ERROR_CODE.MVD_E_NOENOUGH_BUF == ex.ErrorCode)
  38. {
  39. fileBytes = new byte[nConfigDataLen];
  40. nConfigDataSize = nConfigDataLen;
  41. m_stCNNDetectToolObj.SaveConfiguration(fileBytes, nConfigDataSize, ref nConfigDataLen);
  42. }
  43. else
  44. {
  45. throw ex;
  46. }
  47. }
  48. UpdateParamList(fileBytes, nConfigDataLen);
  49. }
  50. /// <summary>
  51. /// 加载图片
  52. /// </summary>
  53. /// <param name="LoadImagePath"></param>
  54. public void LoadImage(string LoadImagePath)
  55. {
  56. try
  57. {
  58. if (!string.IsNullOrEmpty(LoadImagePath))
  59. {
  60. if (null == m_stInputImage)
  61. {
  62. m_stInputImage = new CMvdImage();
  63. }
  64. m_stInputImage.InitImage(LoadImagePath);
  65. m_stROIShape = null;
  66. m_lBlobBoxRender1.Clear();
  67. Console.WriteLine("Finish loading image from [" + LoadImagePath + "].");
  68. }
  69. }
  70. catch (MvdException ex)
  71. {
  72. Console.WriteLine("Fail to load image from [" + LoadImagePath + "]. ErrorCode: 0x" + ex.ErrorCode.ToString("X"));
  73. }
  74. catch (Exception ex)
  75. {
  76. Console.WriteLine("Fail to load image from [" + LoadImagePath + "]. Error: " + ex.Message);
  77. }
  78. }
  79. /// <summary>
  80. /// 加载图片
  81. /// </summary>
  82. /// <param name="bitmap"></param>
  83. public void LoadImage(Bitmap bitmap)
  84. {
  85. try
  86. {
  87. if (bitmap != null)
  88. {
  89. if (null == m_stInputImage)
  90. {
  91. m_stInputImage = new CMvdImage();
  92. }
  93. //m_stInputImage.InitImage(bitmap);
  94. HikVisionAlgorithmRelated.ConvertBitmap2MVDImage(bitmap, m_stInputImage);
  95. m_stROIShape = null;
  96. m_lBlobBoxRender1.Clear();
  97. Console.WriteLine("Finish loading image from [BitMap].");
  98. }
  99. }
  100. catch (MvdException ex)
  101. {
  102. Console.WriteLine("Fail to load image from [BitMap]. ErrorCode: 0x" + ex.ErrorCode.ToString("X"));
  103. }
  104. catch (Exception ex)
  105. {
  106. Console.WriteLine("Fail to load image from [BitMap]. Error: " + ex.Message);
  107. }
  108. }
  109. /// <summary>
  110. /// 加载模型
  111. /// </summary>
  112. public void LoadDeepModel(string modelPath)
  113. {
  114. try
  115. {
  116. if (!string.IsNullOrEmpty(modelPath))
  117. {
  118. m_stCNNDetectToolObj.BasicParam.LoadModel(modelPath);
  119. Console.WriteLine("Finish loading model from [" + modelPath + "].");
  120. }
  121. }
  122. catch (MvdException ex)
  123. {
  124. Console.WriteLine("Fail to load model from [" + modelPath + "]. ErrorCode: 0x" + ex.ErrorCode.ToString("X"));
  125. }
  126. catch (System.Exception ex)
  127. {
  128. Console.WriteLine("Fail to load model from [" + modelPath + "]. Error: " + ex.Message);
  129. }
  130. }
  131. /// <summary>
  132. /// 运行检测
  133. /// </summary>
  134. public List<CNNDetectPredInfo> RunDetect()
  135. {
  136. List<CNNDetectPredInfo> Result = new List<CNNDetectPredInfo>();
  137. try
  138. {
  139. if ((null == m_stCNNDetectToolObj) || (null == m_stInputImage))
  140. {
  141. throw new MvdException(MVD_MODULE_TYPE.MVD_MODUL_APP, MVD_ERROR_CODE.MVD_E_CALLORDER);
  142. }
  143. m_stCNNDetectToolObj.InputImage = m_stInputImage;
  144. if (null == m_stROIShape)
  145. {
  146. m_stCNNDetectToolObj.ROI = new VisionDesigner.CMvdRectangleF(m_stInputImage.Width / 2, m_stInputImage.Height / 2, m_stInputImage.Width, m_stInputImage.Height);
  147. }
  148. else
  149. {
  150. m_stCNNDetectToolObj.ROI = m_stROIShape;
  151. }
  152. //设置基本参数
  153. m_stCNNDetectToolObj.BasicParam.PredictMode = m_enPredictMode;
  154. m_stCNNDetectToolObj.BasicParam.RoiCropType = m_enCropRoiType;
  155. m_stCNNDetectToolObj.BasicParam.SODParam.Col = Convert.ToUInt32(1);
  156. m_stCNNDetectToolObj.BasicParam.SODParam.Row = Convert.ToUInt32(1);
  157. m_stCNNDetectToolObj.BasicParam.SODParam.Overlap = Convert.ToSingle(0.01);
  158. m_stCNNDetectToolObj.BasicParam.BatchSize = Convert.ToInt32(4);
  159. m_stCNNDetectToolObj.BasicParam.BatchSizeEnable = false;
  160. if (m_enPlatformType != MVD_ALGORITHM_PLATFORM_TYPE.MVD_ALGORITHM_PLATFORM_GPU)
  161. {
  162. m_stCNNDetectToolObj.BasicParam.BatchSizeEnable = false;
  163. }
  164. m_stCNNDetectToolObj.SetRunParam("MaxObjNum", "100");
  165. m_stCNNDetectToolObj.Run();
  166. if (0 != m_lBlobBoxRender1.Count)
  167. {
  168. m_lBlobBoxRender1.Clear();
  169. }
  170. Console.WriteLine("Obj Num : " + m_stCNNDetectToolObj.Result.PredInfoList.Count);
  171. Result = m_stCNNDetectToolObj.Result.PredInfoList;
  172. foreach (var item in m_stCNNDetectToolObj.Result.PredInfoList)
  173. {
  174. CMvdRectangleF ObjBox = new CMvdRectangleF(item.Box.CenterX, item.Box.CenterY, item.Box.Width, item.Box.Height);
  175. ObjBox.Angle = item.Box.Angle;
  176. ObjBox.BorderColor = new MVD_COLOR(0, 255, 0, 255);
  177. m_lBlobBoxRender1.Add(ObjBox);
  178. }
  179. }
  180. catch (MvdException ex)
  181. {
  182. Console.WriteLine("Fail to execute algorithm tool. nRet = 0x" + ex.ErrorCode.ToString("X") + ". " + ex.Message.ToString());
  183. }
  184. catch (System.Exception ex)
  185. {
  186. Console.WriteLine(ex.Message + ex.Source + ex.StackTrace);
  187. }
  188. return Result;
  189. }
  190. /// <summary>
  191. /// Update paramters
  192. /// </summary>
  193. /// <param name="bufXml"></param>
  194. /// <param name="nXmlLen"></param>
  195. private void UpdateParamList(Byte[] bufXml, uint nXmlLen)
  196. {
  197. if (null == m_stXmlParseToolObj)
  198. {
  199. m_stXmlParseToolObj = new CMvdXmlParseTool(bufXml, nXmlLen);
  200. }
  201. else
  202. {
  203. m_stXmlParseToolObj.UpdateXmlBuf(bufXml, nXmlLen);
  204. }
  205. for (int i = 0; i < m_stXmlParseToolObj.IntValueList.Count; ++i)
  206. {
  207. Console.WriteLine("{0}:{1}", m_stXmlParseToolObj.IntValueList[i].Description, m_stXmlParseToolObj.IntValueList[i].CurValue);
  208. }
  209. for (int i = 0; i < m_stXmlParseToolObj.EnumValueList.Count; ++i)
  210. {
  211. Console.WriteLine("{0}:{1}", m_stXmlParseToolObj.EnumValueList[i].Description, m_stXmlParseToolObj.EnumValueList[i].CurValue.Name);
  212. }
  213. for (int i = 0; i < m_stXmlParseToolObj.FloatValueList.Count; ++i)
  214. {
  215. Console.WriteLine("{0}:{1}", m_stXmlParseToolObj.FloatValueList[i].Description, m_stXmlParseToolObj.FloatValueList[i].CurValue);
  216. }
  217. for (int i = 0; i < m_stXmlParseToolObj.BooleanValueList.Count; ++i)
  218. {
  219. Console.WriteLine("{0}:{1}", m_stXmlParseToolObj.BooleanValueList[i].Description, m_stXmlParseToolObj.BooleanValueList[i].CurValue.ToString());
  220. }
  221. }
  222. }
  223. public class CMvdXmlParseTool
  224. {
  225. private List<CMvdNodeInteger> m_listIntValue = null;
  226. private List<CMvdNodeEnumeration> m_listEnumValue = null;
  227. private List<CMvdNodeFloat> m_listFloatValue = null;
  228. private List<CMvdNodeBoolean> m_listBooleanValue = null;
  229. public CMvdXmlParseTool(Byte[] bufXml, uint nXmlLen)
  230. {
  231. m_listIntValue = new List<CMvdNodeInteger>();
  232. m_listEnumValue = new List<CMvdNodeEnumeration>();
  233. m_listFloatValue = new List<CMvdNodeFloat>();
  234. m_listBooleanValue = new List<CMvdNodeBoolean>();
  235. UpdateXmlBuf(bufXml, nXmlLen);
  236. }
  237. public List<CMvdNodeInteger> IntValueList
  238. {
  239. get
  240. {
  241. return m_listIntValue;
  242. }
  243. }
  244. public List<CMvdNodeEnumeration> EnumValueList
  245. {
  246. get
  247. {
  248. return m_listEnumValue;
  249. }
  250. }
  251. public List<CMvdNodeFloat> FloatValueList
  252. {
  253. get
  254. {
  255. return m_listFloatValue;
  256. }
  257. }
  258. public List<CMvdNodeBoolean> BooleanValueList
  259. {
  260. get
  261. {
  262. return m_listBooleanValue;
  263. }
  264. }
  265. public void UpdateXmlBuf(Byte[] bufXml, uint nXmlLen)
  266. {
  267. XmlDocument xmlDoc = new XmlDocument();
  268. XmlReaderSettings settings = new XmlReaderSettings();
  269. settings.IgnoreComments = true; //忽略文档里面的注释
  270. XmlReader reader = XmlReader.Create(new MemoryStream(bufXml, 0, (int)nXmlLen), settings);
  271. xmlDoc.Load(reader);
  272. reader.Close();
  273. m_listIntValue.Clear();
  274. m_listEnumValue.Clear();
  275. m_listFloatValue.Clear();
  276. m_listBooleanValue.Clear();
  277. XmlNode xnCategory = xmlDoc.SelectSingleNode("AlgorithmRoot").SelectSingleNode("Category");
  278. foreach (XmlNode xn in xnCategory)
  279. {
  280. switch (xn.Name)
  281. {
  282. case "Integer":
  283. {
  284. CMvdNodeInteger NodeInt = new CMvdNodeInteger();
  285. NodeInt.Name = ((XmlElement)xn).GetAttribute("Name");
  286. NodeInt.Description = xn.SelectSingleNode("Description").InnerText;
  287. NodeInt.DisplayName = xn.SelectSingleNode("DisplayName").InnerText;
  288. NodeInt.Visibility = xn.SelectSingleNode("Visibility").InnerText;
  289. NodeInt.AccessMode = xn.SelectSingleNode("AccessMode").InnerText;
  290. NodeInt.AlgorithmIndex = IntStringToInt(xn.SelectSingleNode("AlgorithmIndex").InnerText);
  291. NodeInt.CurValue = IntStringToInt(xn.SelectSingleNode("CurValue").InnerText);
  292. NodeInt.DefaultValue = IntStringToInt(xn.SelectSingleNode("DefaultValue").InnerText);
  293. NodeInt.MinValue = IntStringToInt(xn.SelectSingleNode("MinValue").InnerText);
  294. NodeInt.MaxValue = IntStringToInt(xn.SelectSingleNode("MaxValue").InnerText);
  295. NodeInt.IncValue = IntStringToInt(xn.SelectSingleNode("IncValue").InnerText);
  296. m_listIntValue.Add(NodeInt);
  297. }
  298. break;
  299. case "Enumeration":
  300. {
  301. CMvdNodeEnumeration NodeEnum = new CMvdNodeEnumeration();
  302. NodeEnum.Name = ((XmlElement)xn).GetAttribute("Name");
  303. NodeEnum.Description = xn.SelectSingleNode("Description").InnerText;
  304. NodeEnum.DisplayName = xn.SelectSingleNode("DisplayName").InnerText;
  305. NodeEnum.Visibility = xn.SelectSingleNode("Visibility").InnerText;
  306. NodeEnum.AccessMode = xn.SelectSingleNode("AccessMode").InnerText;
  307. NodeEnum.AlgorithmIndex = IntStringToInt(xn.SelectSingleNode("AlgorithmIndex").InnerText);
  308. int nCurValue = IntStringToInt(xn.SelectSingleNode("CurValue").InnerText);
  309. int nDefaultValue = IntStringToInt(xn.SelectSingleNode("DefaultValue").InnerText);
  310. XmlNodeList xnlEnumEntry = xn.SelectNodes("EnumEntry");
  311. List<CMvdNodeEnumEntry> clistNodeEnumEntry = new List<CMvdNodeEnumEntry>();
  312. foreach (XmlNode xnEnumEntry in xnlEnumEntry)
  313. {
  314. CMvdNodeEnumEntry cNodeEnumEntry = new CMvdNodeEnumEntry();
  315. cNodeEnumEntry.Name = ((XmlElement)xnEnumEntry).GetAttribute("Name");
  316. cNodeEnumEntry.Description = xnEnumEntry.SelectSingleNode("Description").InnerText;
  317. cNodeEnumEntry.DisplayName = xnEnumEntry.SelectSingleNode("DisplayName").InnerText;
  318. cNodeEnumEntry.Value = IntStringToInt(xnEnumEntry.SelectSingleNode("Value").InnerText);
  319. clistNodeEnumEntry.Add(cNodeEnumEntry);
  320. if (nCurValue == cNodeEnumEntry.Value)
  321. {
  322. NodeEnum.CurValue = cNodeEnumEntry;
  323. }
  324. if (nDefaultValue == cNodeEnumEntry.Value)
  325. {
  326. NodeEnum.DefaultValue = cNodeEnumEntry;
  327. }
  328. }
  329. NodeEnum.EnumRange = clistNodeEnumEntry;
  330. m_listEnumValue.Add(NodeEnum);
  331. }
  332. break;
  333. case "Float":
  334. {
  335. CMvdNodeFloat NodeFloat = new CMvdNodeFloat();
  336. NodeFloat.Name = ((XmlElement)xn).GetAttribute("Name");
  337. NodeFloat.Description = xn.SelectSingleNode("Description").InnerText;
  338. NodeFloat.DisplayName = xn.SelectSingleNode("DisplayName").InnerText;
  339. NodeFloat.Visibility = xn.SelectSingleNode("Visibility").InnerText;
  340. NodeFloat.AccessMode = xn.SelectSingleNode("AccessMode").InnerText;
  341. NodeFloat.AlgorithmIndex = IntStringToInt(xn.SelectSingleNode("AlgorithmIndex").InnerText);
  342. NodeFloat.CurValue = System.Convert.ToSingle(xn.SelectSingleNode("CurValue").InnerText);
  343. NodeFloat.DefaultValue = System.Convert.ToSingle(xn.SelectSingleNode("DefaultValue").InnerText);
  344. NodeFloat.MinValue = System.Convert.ToSingle(xn.SelectSingleNode("MinValue").InnerText);
  345. NodeFloat.MaxValue = System.Convert.ToSingle(xn.SelectSingleNode("MaxValue").InnerText);
  346. NodeFloat.IncValue = System.Convert.ToSingle(xn.SelectSingleNode("IncValue").InnerText);
  347. m_listFloatValue.Add(NodeFloat);
  348. }
  349. break;
  350. case "Boolean":
  351. {
  352. CMvdNodeBoolean NodeBoolean = new CMvdNodeBoolean();
  353. NodeBoolean.Name = ((XmlElement)xn).GetAttribute("Name");
  354. NodeBoolean.Description = xn.SelectSingleNode("Description").InnerText;
  355. NodeBoolean.DisplayName = xn.SelectSingleNode("DisplayName").InnerText;
  356. NodeBoolean.Visibility = xn.SelectSingleNode("Visibility").InnerText;
  357. NodeBoolean.AccessMode = xn.SelectSingleNode("AccessMode").InnerText;
  358. NodeBoolean.AlgorithmIndex = IntStringToInt(xn.SelectSingleNode("AlgorithmIndex").InnerText);
  359. NodeBoolean.CurValue = xn.SelectSingleNode("CurValue").InnerText.Equals("true", StringComparison.OrdinalIgnoreCase) == true ? true : false;
  360. NodeBoolean.DefaultValue = xn.SelectSingleNode("DefaultValue").InnerText.Equals("true", StringComparison.OrdinalIgnoreCase) == true ? true : false;
  361. m_listBooleanValue.Add(NodeBoolean);
  362. }
  363. break;
  364. default:
  365. {
  366. throw new VisionDesigner.MvdException(VisionDesigner.MVD_MODULE_TYPE.MVD_MODUL_APP
  367. , VisionDesigner.MVD_ERROR_CODE.MVD_E_SUPPORT
  368. , "Algorithm type not support!");
  369. }
  370. }
  371. }
  372. }
  373. public void ClearXmlBuf()
  374. {
  375. m_listIntValue.Clear();
  376. m_listEnumValue.Clear();
  377. m_listFloatValue.Clear();
  378. m_listBooleanValue.Clear();
  379. }
  380. private int IntStringToInt(string strIntString)
  381. {
  382. if (strIntString.Contains("0x") || strIntString.Contains("0X"))
  383. {
  384. return Convert.ToInt32(strIntString, 16);
  385. }
  386. else
  387. {
  388. return Convert.ToInt32(strIntString, 10);
  389. }
  390. }
  391. }
  392. }