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147 lines
5.2 KiB
147 lines
5.2 KiB
using Application.Domain.Entities;
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using FaceRecognitionDotNet;
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using Infrastructure.Data;
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using Infrastructure.Extensions;
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using Microsoft.AspNetCore.Hosting;
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using Microsoft.Extensions.DependencyInjection;
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using System;
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using System.Collections.Concurrent;
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using System.IO;
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using System.Linq;
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using System.Runtime.InteropServices;
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namespace UserCenter.Services
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{
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public class FaceRecognitionService : IDisposable
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{
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private readonly IServiceProvider _serviceProvider;
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private readonly IHostingEnvironment _env;
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private readonly FaceRecognition _faceRecognition;
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private readonly ConcurrentDictionary<string, FaceEncoding> _faces = new ConcurrentDictionary<string, FaceEncoding>();
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public FaceRecognitionService(IServiceProvider serviceProvider)
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{
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this._serviceProvider = serviceProvider;
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using (var scope = this._serviceProvider.CreateScope())
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{
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this._env = scope.ServiceProvider.GetService<IHostingEnvironment>();
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this._faceRecognition = FaceRecognition.Create(Path.Combine(this._env.WebRootPath, "face"));
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var userRepo = scope.ServiceProvider.GetService<IRepository<User>>();
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var users = userRepo.ReadOnlyTable().Where(o => o.FaceImage != null).ToList();
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foreach (var user in users)
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{
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if (!string.IsNullOrEmpty(user.FaceImage))
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{
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try
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{
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var faceEndoding = this.GetFaceImageEncoding(user.FaceImage);
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this._faces.TryAdd(user.UserName, faceEndoding);
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}
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catch (Exception ex)
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{
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ex.PrintStack(ex.Message);
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}
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}
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}
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}
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}
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private FaceEncoding GetFaceImageEncoding(string faceImage)
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{
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var faceImagePath = Path.Combine(this._env.WebRootPath, faceImage.TrimStart('/'));
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Console.WriteLine(faceImage);
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using (var img = FaceRecognition.LoadImageFile(faceImagePath))
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{
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var faceEncodings = this._faceRecognition.FaceEncodings(img).ToArray();
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if (faceEncodings.Length == 0)
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{
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throw new Exception($"cann't find face");
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}
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else if (faceEncodings.Length > 1)
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{
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throw new Exception($"find too many faces");
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}
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return faceEncodings.FirstOrDefault();
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}
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}
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public string FindFace(System.Drawing.Bitmap bitmap)
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{
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var userName = "";
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var data = this.ToManaged(bitmap);
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using (var faceImage = FaceRecognition.LoadImage(data, bitmap.Height, bitmap.Width, 3))
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{
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var encodings = this._faceRecognition.FaceEncodings(faceImage).ToArray();
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if (encodings.Length > 0)
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{
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var encoding = encodings.First();
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foreach (var item in this._faces)
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{
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if (FaceRecognition.CompareFace(item.Value, encoding, 0.4))
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{
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userName = item.Key;
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Console.WriteLine($"find user:{userName}");
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break;
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}
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}
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}
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else
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{
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Console.WriteLine("can't find face from image");
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}
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foreach (var encoding in encodings)
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{
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encoding.Dispose();
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}
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}
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return userName;
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}
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public void AddFace(string userName, string faceImage)
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{
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this._faces.TryAdd(userName, this.GetFaceImageEncoding(faceImage));
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}
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public void UpdateFace(string userName, string faceImage)
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{
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this.RemoveFace(userName);
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this.AddFace(userName, faceImage);
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}
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public void RemoveFace(string userName)
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{
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this._faces.TryRemove(userName, out FaceEncoding face);
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face.Dispose();
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}
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public byte[] ToManaged(System.Drawing.Bitmap bitmap)
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{
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var format = bitmap.PixelFormat;
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var width = bitmap.Width;
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var height = bitmap.Height;
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var array = new byte[width * height * 3]; // bitmap is treated as rgb
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System.Drawing.Imaging.BitmapData bitmapData = null;
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try
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{
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bitmapData = bitmap.LockBits(new System.Drawing.Rectangle(0, 0, width, height), System.Drawing.Imaging.ImageLockMode.WriteOnly, format);
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Marshal.Copy(bitmapData.Scan0, array, 0, array.Length);
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}
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finally
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{
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if (bitmapData != null)
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bitmap.UnlockBits(bitmapData);
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}
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return array;
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}
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public void Dispose()
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{
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foreach (var item in this._faces)
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{
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item.Value?.Dispose();
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}
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}
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}
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} |