openvision/go/examples/hand/main.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/hand/detecter"
	handdrawer "github.com/bububa/openvision/go/hand/drawer"
	"github.com/bububa/openvision/go/hand/pose"
)

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()
	cpuCores := common.GetBigCPUCount()
	common.SetOMPThreads(cpuCores)
	log.Printf("CPU big cores:%d\n", cpuCores)
	estimator := handpose(modelPath)
	defer estimator.Destroy()
	common.SetEstimatorThreads(estimator, cpuCores)
	for idx, d := range []detecter.Detecter{
		yolox(modelPath),
		nanodet(modelPath),
	} {
		defer d.Destroy()
		common.SetEstimatorThreads(d, cpuCores)
		detect(d, estimator, imgPath, "hand1.jpg", idx)
	}
}

func yolox(modelPath string) detecter.Detecter {
	modelPath = filepath.Join(modelPath, "yolox-hand/relu")
	d := detecter.NewYolox()
	if err := d.LoadModel(modelPath); err != nil {
		log.Fatalln(err)
	}
	return d
}

func nanodet(modelPath string) detecter.Detecter {
	modelPath = filepath.Join(modelPath, "nanodet-hand")
	d := detecter.NewNanodet()
	if err := d.LoadModel(modelPath); err != nil {
		log.Fatalln(err)
	}
	return d
}

func handpose(modelPath string) pose.Estimator {
	modelPath = filepath.Join(modelPath, "handpose")
	d := pose.NewHandPoseEstimator()
	if err := d.LoadModel(modelPath); err != nil {
		log.Fatalln(err)
	}
	return d
}

func detect(d detecter.Detecter, e pose.Estimator, imgPath string, filename string, idx int) {
	inPath := filepath.Join(imgPath, filename)
	imgSrc, err := loadImage(inPath)
	if err != nil {
		log.Fatalln("load image failed,", err)
	}
	img := common.NewImage(imgSrc)
	rois, err := d.Detect(img)
	if err != nil {
		log.Fatalln(err)
	}
	log.Printf("%+v\n", rois)
	for idx, roi := range rois {
		keypoints, err := e.Detect(img, roi.Rect)
		if err != nil {
			log.Fatalln(err)
			continue
		}
		pts := make([]common.Keypoint, 0, len(keypoints))
		for _, pt := range keypoints {
			pts = append(pts, common.Keypoint{
				Point: pt,
			})
		}
		rois[idx].Keypoints = pts
		log.Printf("keypoints: %d\n", len(keypoints))
	}

	outPath := filepath.Join(imgPath, "./results", fmt.Sprintf("%d-hand-%s", idx, filename))

	drawer := handdrawer.New()

	out := drawer.Draw(img, rois, true)

	if err := saveImage(out, 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)
}