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186
DH.Commons/Base/VisionEngineBase.cs
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186
DH.Commons/Base/VisionEngineBase.cs
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using System.Collections;
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using System.ComponentModel;
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using System.Drawing;
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using System.Drawing.Imaging;
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using DH.Commons.Enums;
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using HalconDotNet;
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using OpenCvSharp;
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namespace DH.Commons.Base
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{
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/// <summary>
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/// 视觉处理引擎:1.传统视觉 2.深度学习
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/// CV深度学习 四大领域
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/// Image Classification 图像分类:判别图中物体是什么,比如是猫还是狗;
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/// Semantic Segmentation 语义分割:对图像进行像素级分类,预测每个像素属于的类别,不区分个体;
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/// Object Detection 目标检测:寻找图像中的物体并进行定位;
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/// Instance Segmentation 实例分割:定位图中每个物体,并进行像素级标注,区分不同个体;
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/// </summary>
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public abstract class VisionEngineBase
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{
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public List<DetectionConfig> DetectionConfigs = new List<DetectionConfig>();
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#region event
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public event Action<string, List<double>> OnCropParamsOutput;
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public event Action<string, Bitmap, List<IShapeElement>> OnDetectionDone;
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public event Action<string> OnDetectionWarningStop;//有无检测 需要报警停机
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#endregion
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//public VisionEngineInitialConfigBase IConfig
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//{
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// get => InitialConfig as VisionEngineInitialConfigBase;
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//}
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// public ImageSaveHelper ImageSaveHelper { get; set; } = new ImageSaveHelper();
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public string BatchNO { get; set; }
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public HTuple hv_ModelID;
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public abstract DetectStationResult RunInference(Mat originImgSet, string detectionId = null);
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//public abstract void SaveDetectResultAsync(DetectStationResult detectResult);
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public virtual void DetectionDone(string detectionId, Bitmap image, List<IShapeElement> detectionResults)
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{
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OnDetectionDone?.Invoke(detectionId, image, detectionResults);
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}
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public virtual void DetectionWarningStop(string detectionDes)
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{
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OnDetectionWarningStop?.Invoke(detectionDes);
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}
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public virtual void SaveImageAsync(string fullname, Bitmap saveMap, ImageFormat imageFormat)
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{
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if (saveMap != null)
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{
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//ImageSaveSet imageSaveSet = new ImageSaveSet()
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//{
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// FullName = fullname,
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// SaveImage = saveMap.CopyBitmap(),
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// ImageFormat = imageFormat.DeepSerializeClone()
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//};
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//ImageSaveHelper.ImageSaveAsync(imageSaveSet);
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}
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}
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}
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public class CamModuleXY
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{
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[Category("图片行")]
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[DisplayName("行")]
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[Description("行")]
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// [TypeConverter(typeof(DeviceIdSelectorConverter<CameraBase>))]
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//[TypeConverter(typeof(CollectionCountConvert))]
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public int PicRows { get; set; } = 1;
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[Category("图片列")]
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[DisplayName("列")]
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[Description("列")]
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// [TypeConverter(typeof(DeviceIdSelectorConverter<CameraBase>))]
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//[TypeConverter(typeof(CollectionCountConvert))]
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public int PicCols { get; set; } = 1;
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public string GetDisplayText()
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{
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return "行:" + PicRows.ToString() + "列:" + PicCols.ToString();
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}
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}
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//public class RelatedCamera
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//{
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// [Category("关联相机")]
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// [DisplayName("关联相机")]
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// [Description("关联相机描述")]
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// //[TypeConverter(typeof(DeviceIdSelectorConverter<CameraBase>))]
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// //[TypeConverter(typeof(CollectionCountConvert))]
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// public string CameraSourceId { get; set; } = "";
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// //public string GetDisplayText()
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// //{
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// // using (var scope = GlobalVar.Container.BeginLifetimeScope())
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// // {
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// // List<IDevice> deviceList = scope.Resolve<List<IDevice>>();
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// // IDevice CameraDevice = deviceList.FirstOrDefault(dev => dev.Id.Equals(CameraSourceId));
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// // if (CameraDevice != null && CameraDevice is CameraBase)
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// // {
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// // return CameraDevice.Name;
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// // }
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// // }
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// // return CameraSourceId;
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// //}
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//}
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public class VisionEngineInitialConfigBase //: InitialConfigBase
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{
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[Category("深度学习检测配置")]
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[DisplayName("检测配置集合")]
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[Description("检测配置集合")]
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//[TypeConverter(typeof(CollectionCountConvert))]
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//[Editor(typeof(ComplexCollectionEditor<DetectionConfig>), typeof(UITypeEditor))]
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public List<DetectionConfig> DetectionConfigs { get; set; } = new List<DetectionConfig>();
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[Category("深度学习检测配置")]
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[DisplayName("标签分类")]
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[Description("标签分类,A_NG,B_TBD...")]
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// [TypeConverter(typeof(CollectionCountConvert))]
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// [Editor(typeof(ComplexCollectionEditor<RecongnitionLabelCategory>), typeof(UITypeEditor))]
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public List<RecongnitionLabelCategory> RecongnitionLabelCategoryList { get; set; } = new List<RecongnitionLabelCategory>();
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[Category("深度学习检测配置")]
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[DisplayName("检测标签定义集合")]
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[Description("定义检测标签的集合,例如:Seg/Detection模式:断裂、油污、划伤...;Class模式:ok、ng、上面、下面、套环、正常...")]
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// [TypeConverter(typeof(CollectionCountConvert))]
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// [Editor(typeof(ComplexCollectionEditor<RecongnitionLabel>), typeof(UITypeEditor))]
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public List<RecongnitionLabel> RecongnitionLabelList { get; set; } = new List<RecongnitionLabel>();
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[Category("深度学习检测配置")]
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[DisplayName("标签置信度")]
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[Description("标签置信度,过滤小于改置信度的标签,大于该设置的标签才能识别")]
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public float Score { get; set; } = 0.5f;
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[Category("深度学习检测配置")]
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[DisplayName("CPU线程数量")]
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[Description("用于深度学习的CPU线程数量,不要设置太大,会单独占用线程,影响其他程序运行")]
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public int CPUNums { get; set; } = 1;
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//[Category("深度学习检测配置")]
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//[DisplayName("检测项GPU指定")]
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//[Description("将检测项指定到GPU")]
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// [TypeConverter(typeof(CollectionCountConvert))]
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// [Editor(typeof(ComplexCollectionEditor<DetectionGPUConfig>), typeof(UITypeEditor))]
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// public List<DetectionGPUConfig> DetectionGPUList { get; set; } = new List<DetectionGPUConfig>();
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// [Category("数据保存配置")]
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//[DisplayName("是否保存检测明细CSV")]
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//[Description("是否保存 检测明细CSV")]
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//public override bool IsEnableCSV { get; set; } = true;
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//[Category("数据保存配置")]
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//[DisplayName("是否保存检测图片")]
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//[Description("是否保存 检测图片,总开关")]
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//public bool IsSaveImage { get; set; } = true;
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//[Category("数据保存配置")]
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//[Description("检测图片 保存文件夹")]
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//[DisplayName("检测图片保存文件夹")]
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//[Editor(typeof(FoldDialogEditor), typeof(UITypeEditor))]
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//public string ImageSaveDirectory { get; set; } = "D:\\PROJECTS\\X017\\Images";
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//[Category("数据保存配置")]
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//[Description("检测明细CSV文件夹")]
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//[DisplayName("检测明细CSV文件夹")]
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//[Editor(typeof(FoldDialogEditor), typeof(UITypeEditor))]
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//public string CSVDataPath { get; set; } = "D:\\PROJECTS\\X017\\Images";
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}
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}
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