package main import ( "bytes" "image" "image/jpeg" "log" "os" "os/user" "path/filepath" "strings" "github.com/bububa/openvision/go/common" "github.com/bububa/openvision/go/face/detecter" "github.com/bububa/openvision/go/face/recognizer" ) func main() { wd, _ := os.Getwd() dataPath := cleanPath(wd, "~/go/src/github.com/bububa/openvision/data") imgPath := filepath.Join(dataPath, "./images") modelPath := filepath.Join(dataPath, "./models") d := retinaface(modelPath) defer d.Destroy() m := mobilefacenet(modelPath) defer m.Destroy() extract_features(d, m, imgPath, "4.jpg") } func retinaface(modelPath string) detecter.Detecter { modelPath = filepath.Join(modelPath, "fd") d := detecter.NewRetinaFace() if err := d.LoadModel(modelPath); err != nil { log.Fatalln(err) } return d } func mobilefacenet(modelPath string) recognizer.Recognizer { modelPath = filepath.Join(modelPath, "mobilefacenet") d := recognizer.NewMobilefacenet() if err := d.LoadModel(modelPath); err != nil { log.Fatalln(err) } return d } func extract_features(d detecter.Detecter, r recognizer.Recognizer, imgPath string, filename string) { inPath := filepath.Join(imgPath, filename) imgLoaded, err := loadImage(inPath) if err != nil { log.Fatalln("load image failed,", err) } img := common.NewImage(imgLoaded) faces, err := d.DetectFace(img) if err != nil { log.Fatalln(err) } for _, face := range faces { rect := face.Rect log.Printf("x:%f, y:%f, w:%f, h:%f\n", rect.X*img.WidthF64(), rect.Y*img.HeightF64(), rect.Width*img.WidthF64(), rect.Height*img.HeightF64()) features, err := r.ExtractFeatures(img, rect) if err != nil { log.Fatalln(err) } log.Println(len(features)) log.Printf("feature: %+v\n", features) } } func loadImage(filePath string) (image.Image, error) { fn, err := os.Open(filePath) if err != nil { return nil, err } defer fn.Close() img, _, err := image.Decode(fn) if err != nil { return nil, err } return img, nil } func saveImage(img image.Image, filePath string) error { buf := new(bytes.Buffer) if err := jpeg.Encode(buf, img, nil); err != nil { return err } fn, err := os.Create(filePath) if err != nil { return err } defer fn.Close() fn.Write(buf.Bytes()) return nil } func cleanPath(wd string, path string) string { usr, _ := user.Current() dir := usr.HomeDir if path == "~" { return dir } else if strings.HasPrefix(path, "~/") { return filepath.Join(dir, path[2:]) } return filepath.Join(wd, path) }