Files
openvision/go/examples/aligner/main.go
2021-11-11 17:30:56 +08:00

106 lines
2.2 KiB
Go

package main
import (
"bytes"
"fmt"
"image"
"image/jpeg"
"log"
"os"
"os/user"
"path/filepath"
"strings"
"github.com/bububa/openvision/go/common"
"github.com/bububa/openvision/go/face/aligner"
"github.com/bububa/openvision/go/face/detecter"
)
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")
common.CreateGPUInstance()
defer common.DestroyGPUInstance()
d := retinaface(modelPath)
defer d.Destroy()
a := aligner.NewAligner()
defer a.Destroy()
align(d, a, 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 align(d detecter.Detecter, a *aligner.Aligner, 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.Detect(img)
if err != nil {
log.Fatalln(err)
}
aligned := common.NewImage(nil)
for idx, face := range faces {
err := a.Align(img, face, aligned)
if err != nil {
log.Fatalln(err)
}
outPath := filepath.Join(imgPath, "./results", fmt.Sprintf("align-%d-%s", idx, filename))
if err := saveImage(aligned, outPath); err != nil {
log.Fatalln(err)
}
}
}
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)
}