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Methods to implement face recognition: using Golang and OpenCV libraries

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2023-11-14 11:13:481021browse

To implement face recognition in Go language, you usually need to use the OpenCV library. gocv is a commonly used OpenCV binding in Go language. The following is a basic face recognition example code:

First, you need to install the gocv library:

go get -u gocv.io/x/gocv

Next, the following is a simple example of using gocv and OpenCV to implement face recognition:

package mainimport ("fmt""image""image/color""log""gocv.io/x/gocv")func main() {// 打开摄像头webcam, err := gocv.VideoCaptureDevice(0)if err != nil {log.Fatalf("Error opening webcam: %v", err)}defer webcam.Close()// 加载人脸分类器classifier := gocv.NewCascadeClassifier()defer classifier.Close()if !classifier.Load("haarcascade_frontalface_default.xml") {log.Fatalf("Error reading cascade file: haarcascade_frontalface_default.xml")}// 打开窗口以显示视频window := gocv.NewWindow("Face Detect")defer window.Close()// 创建一个图像矩阵以保存帧img := gocv.NewMat()defer img.Close()fmt.Printf("Press ESC to stop\n")for {if ok := webcam.Read(&img); !ok {fmt.Printf("Device closed\n")return}if img.Empty() {continue}// 转换图像为灰度gray := gocv.NewMat()defer gray.Close()gocv.CvtColor(img, &gray, gocv.ColorBGRToGray)// 探测人脸rects := classifier.DetectMultiScale(gray)for _, r := range rects {// 在原图上画矩形gocv.Rectangle(&img, r, color.RGBA{0, 255, 0, 0}, 3)}// 显示图像window.IMShow(img)if window.WaitKey(1) == 27 {break}}}

Please make sure to download the haarcascade_frontalface_default.xml file to your working directory before running the code. This file contains a cascade classifier for face recognition.

When performing more sophisticated face recognition or facial feature extraction, you may need to use more complex models and methods, such as deep learning models. This is a simple example

However, this example provides a starting point that you can modify and extend as needed.

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