CPUDeepObjectDetectClass.cs 19 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423
  1. using MvvmScaffoldFrame48.Model.StorageModel.ImageAlgorithm;
  2. using System;
  3. using System.Collections.Generic;
  4. using System.Drawing;
  5. using System.IO;
  6. using System.Linq;
  7. using System.Text;
  8. using System.Threading.Tasks;
  9. using System.Xml;
  10. using VisionDesigner;
  11. using VisionDesigner.MVDCNNDetect;
  12. namespace MvvmScaffoldFrame48.DLL.ImageAlgorithm
  13. {
  14. public class CPUDeepObjectDetectClass
  15. {
  16. private CNNDetectTool m_stCNNDetectToolObj = null;
  17. private CMvdXmlParseTool m_stXmlParseToolObj = null;
  18. private CMvdImage m_stInputImage = null;
  19. List<CMvdRectangleF> m_lBlobBoxRender1 = new List<CMvdRectangleF>();
  20. private CMvdShape m_stROIShape = null;
  21. private MVD_ALGORITHM_PLATFORM_TYPE m_enPlatformType = MVD_ALGORITHM_PLATFORM_TYPE.MVD_ALGORITHM_PLATFORM_CPU;
  22. MVD_CNN_CROP_TYPE m_enCropRoiType = MVD_CNN_CROP_TYPE.MVD_CNN_ROI_TYPE_NORMAL;
  23. MVD_CNN_PREDICT_MODE m_enPredictMode = MVD_CNN_PREDICT_MODE.MVD_CNN_PREDICT_NORMAL;
  24. public CPUDeepObjectDetectClass()
  25. {
  26. m_stCNNDetectToolObj = new CNNDetectTool(m_enPlatformType);
  27. byte[] fileBytes = new byte[256];
  28. uint nConfigDataSize = 256;
  29. uint nConfigDataLen = 0;
  30. try
  31. {
  32. m_stCNNDetectToolObj.SaveConfiguration(fileBytes, nConfigDataSize, ref nConfigDataLen);
  33. }
  34. catch (MvdException ex)
  35. {
  36. if (MVD_ERROR_CODE.MVD_E_NOENOUGH_BUF == ex.ErrorCode)
  37. {
  38. fileBytes = new byte[nConfigDataLen];
  39. nConfigDataSize = nConfigDataLen;
  40. m_stCNNDetectToolObj.SaveConfiguration(fileBytes, nConfigDataSize, ref nConfigDataLen);
  41. }
  42. else
  43. {
  44. throw ex;
  45. }
  46. }
  47. UpdateParamList(fileBytes, nConfigDataLen);
  48. }
  49. /// <summary>
  50. /// 加载图片
  51. /// </summary>
  52. /// <param name="LoadImagePath"></param>
  53. public void LoadImage(string LoadImagePath)
  54. {
  55. try
  56. {
  57. if (!string.IsNullOrEmpty(LoadImagePath))
  58. {
  59. if (null == m_stInputImage)
  60. {
  61. m_stInputImage = new CMvdImage();
  62. }
  63. m_stInputImage.InitImage(LoadImagePath);
  64. m_stROIShape = null;
  65. m_lBlobBoxRender1.Clear();
  66. Console.WriteLine("Finish loading image from [" + LoadImagePath + "].");
  67. }
  68. }
  69. catch (MvdException ex)
  70. {
  71. Console.WriteLine("Fail to load image from [" + LoadImagePath + "]. ErrorCode: 0x" + ex.ErrorCode.ToString("X"));
  72. }
  73. catch (Exception ex)
  74. {
  75. Console.WriteLine("Fail to load image from [" + LoadImagePath + "]. Error: " + ex.Message);
  76. }
  77. }
  78. /// <summary>
  79. /// 加载图片
  80. /// </summary>
  81. /// <param name="bitmap"></param>
  82. public void LoadImage(Bitmap bitmap)
  83. {
  84. try
  85. {
  86. if (bitmap != null)
  87. {
  88. if (null == m_stInputImage)
  89. {
  90. m_stInputImage = new CMvdImage();
  91. }
  92. //m_stInputImage.InitImage(bitmap);
  93. HikVisionAlgorithmRelated.ConvertBitmap2MVDImage(bitmap, m_stInputImage);
  94. m_stROIShape = null;
  95. m_lBlobBoxRender1.Clear();
  96. Console.WriteLine("Finish loading image from [BitMap].");
  97. }
  98. }
  99. catch (MvdException ex)
  100. {
  101. Console.WriteLine("Fail to load image from [BitMap]. ErrorCode: 0x" + ex.ErrorCode.ToString("X"));
  102. }
  103. catch (Exception ex)
  104. {
  105. Console.WriteLine("Fail to load image from [BitMap]. Error: " + ex.Message);
  106. }
  107. }
  108. /// <summary>
  109. /// 加载模型
  110. /// </summary>
  111. public void LoadDeepModel(string modelPath)
  112. {
  113. try
  114. {
  115. if (!string.IsNullOrEmpty(modelPath))
  116. {
  117. m_stCNNDetectToolObj.BasicParam.LoadModel(modelPath);
  118. Console.WriteLine("Finish loading model from [" + modelPath + "].");
  119. }
  120. }
  121. catch (MvdException ex)
  122. {
  123. Console.WriteLine("Fail to load model from [" + modelPath + "]. ErrorCode: 0x" + ex.ErrorCode.ToString("X"));
  124. }
  125. catch (System.Exception ex)
  126. {
  127. Console.WriteLine("Fail to load model from [" + modelPath + "]. Error: " + ex.Message);
  128. }
  129. }
  130. /// <summary>
  131. /// 运行检测
  132. /// </summary>
  133. public List<CNNDetectPredInfo> RunDetect()
  134. {
  135. List<CNNDetectPredInfo> Result = new List<CNNDetectPredInfo>();
  136. try
  137. {
  138. if ((null == m_stCNNDetectToolObj) || (null == m_stInputImage))
  139. {
  140. throw new MvdException(MVD_MODULE_TYPE.MVD_MODUL_APP, MVD_ERROR_CODE.MVD_E_CALLORDER);
  141. }
  142. m_stCNNDetectToolObj.InputImage = m_stInputImage;
  143. if (null == m_stROIShape)
  144. {
  145. m_stCNNDetectToolObj.ROI = new VisionDesigner.CMvdRectangleF(m_stInputImage.Width / 2, m_stInputImage.Height / 2, m_stInputImage.Width, m_stInputImage.Height);
  146. }
  147. else
  148. {
  149. m_stCNNDetectToolObj.ROI = m_stROIShape;
  150. }
  151. //设置基本参数
  152. m_stCNNDetectToolObj.BasicParam.PredictMode = m_enPredictMode;
  153. m_stCNNDetectToolObj.BasicParam.RoiCropType = m_enCropRoiType;
  154. m_stCNNDetectToolObj.BasicParam.SODParam.Col = Convert.ToUInt32(1);
  155. m_stCNNDetectToolObj.BasicParam.SODParam.Row = Convert.ToUInt32(1);
  156. m_stCNNDetectToolObj.BasicParam.SODParam.Overlap = Convert.ToSingle(0.01);
  157. m_stCNNDetectToolObj.BasicParam.BatchSize = Convert.ToInt32(4);
  158. m_stCNNDetectToolObj.BasicParam.BatchSizeEnable = false;
  159. if (m_enPlatformType != MVD_ALGORITHM_PLATFORM_TYPE.MVD_ALGORITHM_PLATFORM_GPU)
  160. {
  161. m_stCNNDetectToolObj.BasicParam.BatchSizeEnable = false;
  162. }
  163. m_stCNNDetectToolObj.SetRunParam("MaxObjNum", "100");
  164. m_stCNNDetectToolObj.Run();
  165. if (0 != m_lBlobBoxRender1.Count)
  166. {
  167. m_lBlobBoxRender1.Clear();
  168. }
  169. Console.WriteLine("Obj Num : " + m_stCNNDetectToolObj.Result.PredInfoList.Count);
  170. Result = m_stCNNDetectToolObj.Result.PredInfoList;
  171. foreach (var item in m_stCNNDetectToolObj.Result.PredInfoList)
  172. {
  173. CMvdRectangleF ObjBox = new CMvdRectangleF(item.Box.CenterX, item.Box.CenterY, item.Box.Width, item.Box.Height);
  174. ObjBox.Angle = item.Box.Angle;
  175. ObjBox.BorderColor = new MVD_COLOR(0, 255, 0, 255);
  176. m_lBlobBoxRender1.Add(ObjBox);
  177. }
  178. }
  179. catch (MvdException ex)
  180. {
  181. Console.WriteLine("Fail to execute algorithm tool. nRet = 0x" + ex.ErrorCode.ToString("X") + ". " + ex.Message.ToString());
  182. }
  183. catch (System.Exception ex)
  184. {
  185. Console.WriteLine(ex.Message + ex.Source + ex.StackTrace);
  186. }
  187. return Result;
  188. }
  189. /// <summary>
  190. /// Update paramters
  191. /// </summary>
  192. /// <param name="bufXml"></param>
  193. /// <param name="nXmlLen"></param>
  194. private void UpdateParamList(Byte[] bufXml, uint nXmlLen)
  195. {
  196. if (null == m_stXmlParseToolObj)
  197. {
  198. m_stXmlParseToolObj = new CMvdXmlParseTool(bufXml, nXmlLen);
  199. }
  200. else
  201. {
  202. m_stXmlParseToolObj.UpdateXmlBuf(bufXml, nXmlLen);
  203. }
  204. for (int i = 0; i < m_stXmlParseToolObj.IntValueList.Count; ++i)
  205. {
  206. Console.WriteLine("{0}:{1}", m_stXmlParseToolObj.IntValueList[i].Description, m_stXmlParseToolObj.IntValueList[i].CurValue);
  207. }
  208. for (int i = 0; i < m_stXmlParseToolObj.EnumValueList.Count; ++i)
  209. {
  210. Console.WriteLine("{0}:{1}", m_stXmlParseToolObj.EnumValueList[i].Description, m_stXmlParseToolObj.EnumValueList[i].CurValue.Name);
  211. }
  212. for (int i = 0; i < m_stXmlParseToolObj.FloatValueList.Count; ++i)
  213. {
  214. Console.WriteLine("{0}:{1}", m_stXmlParseToolObj.FloatValueList[i].Description, m_stXmlParseToolObj.FloatValueList[i].CurValue);
  215. }
  216. for (int i = 0; i < m_stXmlParseToolObj.BooleanValueList.Count; ++i)
  217. {
  218. Console.WriteLine("{0}:{1}", m_stXmlParseToolObj.BooleanValueList[i].Description, m_stXmlParseToolObj.BooleanValueList[i].CurValue.ToString());
  219. }
  220. }
  221. }
  222. public class CMvdXmlParseTool
  223. {
  224. private List<CMvdNodeInteger> m_listIntValue = null;
  225. private List<CMvdNodeEnumeration> m_listEnumValue = null;
  226. private List<CMvdNodeFloat> m_listFloatValue = null;
  227. private List<CMvdNodeBoolean> m_listBooleanValue = null;
  228. public CMvdXmlParseTool(Byte[] bufXml, uint nXmlLen)
  229. {
  230. m_listIntValue = new List<CMvdNodeInteger>();
  231. m_listEnumValue = new List<CMvdNodeEnumeration>();
  232. m_listFloatValue = new List<CMvdNodeFloat>();
  233. m_listBooleanValue = new List<CMvdNodeBoolean>();
  234. UpdateXmlBuf(bufXml, nXmlLen);
  235. }
  236. public List<CMvdNodeInteger> IntValueList
  237. {
  238. get
  239. {
  240. return m_listIntValue;
  241. }
  242. }
  243. public List<CMvdNodeEnumeration> EnumValueList
  244. {
  245. get
  246. {
  247. return m_listEnumValue;
  248. }
  249. }
  250. public List<CMvdNodeFloat> FloatValueList
  251. {
  252. get
  253. {
  254. return m_listFloatValue;
  255. }
  256. }
  257. public List<CMvdNodeBoolean> BooleanValueList
  258. {
  259. get
  260. {
  261. return m_listBooleanValue;
  262. }
  263. }
  264. public void UpdateXmlBuf(Byte[] bufXml, uint nXmlLen)
  265. {
  266. XmlDocument xmlDoc = new XmlDocument();
  267. XmlReaderSettings settings = new XmlReaderSettings();
  268. settings.IgnoreComments = true; //忽略文档里面的注释
  269. XmlReader reader = XmlReader.Create(new MemoryStream(bufXml, 0, (int)nXmlLen), settings);
  270. xmlDoc.Load(reader);
  271. reader.Close();
  272. m_listIntValue.Clear();
  273. m_listEnumValue.Clear();
  274. m_listFloatValue.Clear();
  275. m_listBooleanValue.Clear();
  276. XmlNode xnCategory = xmlDoc.SelectSingleNode("AlgorithmRoot").SelectSingleNode("Category");
  277. foreach (XmlNode xn in xnCategory)
  278. {
  279. switch (xn.Name)
  280. {
  281. case "Integer":
  282. {
  283. CMvdNodeInteger NodeInt = new CMvdNodeInteger();
  284. NodeInt.Name = ((XmlElement)xn).GetAttribute("Name");
  285. NodeInt.Description = xn.SelectSingleNode("Description").InnerText;
  286. NodeInt.DisplayName = xn.SelectSingleNode("DisplayName").InnerText;
  287. NodeInt.Visibility = xn.SelectSingleNode("Visibility").InnerText;
  288. NodeInt.AccessMode = xn.SelectSingleNode("AccessMode").InnerText;
  289. NodeInt.AlgorithmIndex = IntStringToInt(xn.SelectSingleNode("AlgorithmIndex").InnerText);
  290. NodeInt.CurValue = IntStringToInt(xn.SelectSingleNode("CurValue").InnerText);
  291. NodeInt.DefaultValue = IntStringToInt(xn.SelectSingleNode("DefaultValue").InnerText);
  292. NodeInt.MinValue = IntStringToInt(xn.SelectSingleNode("MinValue").InnerText);
  293. NodeInt.MaxValue = IntStringToInt(xn.SelectSingleNode("MaxValue").InnerText);
  294. NodeInt.IncValue = IntStringToInt(xn.SelectSingleNode("IncValue").InnerText);
  295. m_listIntValue.Add(NodeInt);
  296. }
  297. break;
  298. case "Enumeration":
  299. {
  300. CMvdNodeEnumeration NodeEnum = new CMvdNodeEnumeration();
  301. NodeEnum.Name = ((XmlElement)xn).GetAttribute("Name");
  302. NodeEnum.Description = xn.SelectSingleNode("Description").InnerText;
  303. NodeEnum.DisplayName = xn.SelectSingleNode("DisplayName").InnerText;
  304. NodeEnum.Visibility = xn.SelectSingleNode("Visibility").InnerText;
  305. NodeEnum.AccessMode = xn.SelectSingleNode("AccessMode").InnerText;
  306. NodeEnum.AlgorithmIndex = IntStringToInt(xn.SelectSingleNode("AlgorithmIndex").InnerText);
  307. int nCurValue = IntStringToInt(xn.SelectSingleNode("CurValue").InnerText);
  308. int nDefaultValue = IntStringToInt(xn.SelectSingleNode("DefaultValue").InnerText);
  309. XmlNodeList xnlEnumEntry = xn.SelectNodes("EnumEntry");
  310. List<CMvdNodeEnumEntry> clistNodeEnumEntry = new List<CMvdNodeEnumEntry>();
  311. foreach (XmlNode xnEnumEntry in xnlEnumEntry)
  312. {
  313. CMvdNodeEnumEntry cNodeEnumEntry = new CMvdNodeEnumEntry();
  314. cNodeEnumEntry.Name = ((XmlElement)xnEnumEntry).GetAttribute("Name");
  315. cNodeEnumEntry.Description = xnEnumEntry.SelectSingleNode("Description").InnerText;
  316. cNodeEnumEntry.DisplayName = xnEnumEntry.SelectSingleNode("DisplayName").InnerText;
  317. cNodeEnumEntry.Value = IntStringToInt(xnEnumEntry.SelectSingleNode("Value").InnerText);
  318. clistNodeEnumEntry.Add(cNodeEnumEntry);
  319. if (nCurValue == cNodeEnumEntry.Value)
  320. {
  321. NodeEnum.CurValue = cNodeEnumEntry;
  322. }
  323. if (nDefaultValue == cNodeEnumEntry.Value)
  324. {
  325. NodeEnum.DefaultValue = cNodeEnumEntry;
  326. }
  327. }
  328. NodeEnum.EnumRange = clistNodeEnumEntry;
  329. m_listEnumValue.Add(NodeEnum);
  330. }
  331. break;
  332. case "Float":
  333. {
  334. CMvdNodeFloat NodeFloat = new CMvdNodeFloat();
  335. NodeFloat.Name = ((XmlElement)xn).GetAttribute("Name");
  336. NodeFloat.Description = xn.SelectSingleNode("Description").InnerText;
  337. NodeFloat.DisplayName = xn.SelectSingleNode("DisplayName").InnerText;
  338. NodeFloat.Visibility = xn.SelectSingleNode("Visibility").InnerText;
  339. NodeFloat.AccessMode = xn.SelectSingleNode("AccessMode").InnerText;
  340. NodeFloat.AlgorithmIndex = IntStringToInt(xn.SelectSingleNode("AlgorithmIndex").InnerText);
  341. NodeFloat.CurValue = System.Convert.ToSingle(xn.SelectSingleNode("CurValue").InnerText);
  342. NodeFloat.DefaultValue = System.Convert.ToSingle(xn.SelectSingleNode("DefaultValue").InnerText);
  343. NodeFloat.MinValue = System.Convert.ToSingle(xn.SelectSingleNode("MinValue").InnerText);
  344. NodeFloat.MaxValue = System.Convert.ToSingle(xn.SelectSingleNode("MaxValue").InnerText);
  345. NodeFloat.IncValue = System.Convert.ToSingle(xn.SelectSingleNode("IncValue").InnerText);
  346. m_listFloatValue.Add(NodeFloat);
  347. }
  348. break;
  349. case "Boolean":
  350. {
  351. CMvdNodeBoolean NodeBoolean = new CMvdNodeBoolean();
  352. NodeBoolean.Name = ((XmlElement)xn).GetAttribute("Name");
  353. NodeBoolean.Description = xn.SelectSingleNode("Description").InnerText;
  354. NodeBoolean.DisplayName = xn.SelectSingleNode("DisplayName").InnerText;
  355. NodeBoolean.Visibility = xn.SelectSingleNode("Visibility").InnerText;
  356. NodeBoolean.AccessMode = xn.SelectSingleNode("AccessMode").InnerText;
  357. NodeBoolean.AlgorithmIndex = IntStringToInt(xn.SelectSingleNode("AlgorithmIndex").InnerText);
  358. NodeBoolean.CurValue = xn.SelectSingleNode("CurValue").InnerText.Equals("true", StringComparison.OrdinalIgnoreCase) == true ? true : false;
  359. NodeBoolean.DefaultValue = xn.SelectSingleNode("DefaultValue").InnerText.Equals("true", StringComparison.OrdinalIgnoreCase) == true ? true : false;
  360. m_listBooleanValue.Add(NodeBoolean);
  361. }
  362. break;
  363. default:
  364. {
  365. throw new VisionDesigner.MvdException(VisionDesigner.MVD_MODULE_TYPE.MVD_MODUL_APP
  366. , VisionDesigner.MVD_ERROR_CODE.MVD_E_SUPPORT
  367. , "Algorithm type not support!");
  368. }
  369. }
  370. }
  371. }
  372. public void ClearXmlBuf()
  373. {
  374. m_listIntValue.Clear();
  375. m_listEnumValue.Clear();
  376. m_listFloatValue.Clear();
  377. m_listBooleanValue.Clear();
  378. }
  379. private int IntStringToInt(string strIntString)
  380. {
  381. if (strIntString.Contains("0x") || strIntString.Contains("0X"))
  382. {
  383. return Convert.ToInt32(strIntString, 16);
  384. }
  385. else
  386. {
  387. return Convert.ToInt32(strIntString, 10);
  388. }
  389. }
  390. }
  391. }