robocar-steering/pkg/steering/bbox_test.go

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package steering
import (
"encoding/json"
"fmt"
"github.com/cyrilix/robocar-protobuf/go/events"
"go.uber.org/zap"
"gocv.io/x/gocv"
"image"
"image/color"
"os"
"reflect"
"testing"
)
type ObjectsList struct {
BBoxes []BBox `json:"bboxes"`
}
type BBox struct {
Left float32 `json:"left"`
Top float32 `json:"top"`
Bottom float32 `json:"bottom"`
Right float32 `json:"right"`
Confidence float32 `json:"confidence"`
}
var (
dataBBoxes map[string][]image.Rectangle
dataObjects map[string][]*events.Object
dataImages map[string]*gocv.Mat
)
func init() {
// TODO: empty img without bbox
dataNames := []string{"01", "02", "03", "04"}
dataBBoxes = make(map[string][]image.Rectangle, len(dataNames))
dataObjects = make(map[string][]*events.Object, len(dataNames))
dataImages = make(map[string]*gocv.Mat, len(dataNames))
for _, dataName := range dataNames {
img, bb, err := loadData(dataName)
if err != nil {
zap.S().Panicf("unable to load data test: %v", err)
}
dataBBoxes[dataName] = bboxesToRectangles(bb, img.Cols(), img.Rows())
dataObjects[dataName] = bboxesToObjects(bb)
dataImages[dataName] = img
}
}
func bboxesToRectangles(bboxes []BBox, imgWidth, imgHeiht int) []image.Rectangle {
rects := make([]image.Rectangle, 0, len(bboxes))
for _, bb := range bboxes {
rects = append(rects, bb.toRect(imgWidth, imgHeiht))
}
return rects
}
func bboxesToObjects(bboxes []BBox) []*events.Object {
objects := make([]*events.Object, 0, len(bboxes))
for _, bb := range bboxes {
objects = append(objects, &events.Object{
Type: events.TypeObject_ANY,
Left: bb.Left,
Top: bb.Top,
Right: bb.Right,
Bottom: bb.Bottom,
Confidence: bb.Confidence,
})
}
return objects
}
func (bb *BBox) toRect(imgWidth, imgHeight int) image.Rectangle {
return image.Rect(
int(bb.Left*float32(imgWidth)),
int(bb.Top*float32(imgHeight)),
int(bb.Right*float32(imgWidth)),
int(bb.Bottom*float32(imgHeight)),
)
}
func loadData(dataName string) (*gocv.Mat, []BBox, error) {
contentBBoxes, err := os.ReadFile(fmt.Sprintf("test_data/bboxes-%s.json", dataName))
if err != nil {
return nil, []BBox{}, fmt.Errorf("unable to load json file for bbox of '%v': %w", dataName, err)
}
var obj ObjectsList
err = json.Unmarshal(contentBBoxes, &obj)
if err != nil {
return nil, []BBox{}, fmt.Errorf("unable to unmarsh json file for bbox of '%v': %w", dataName, err)
}
imgContent, err := os.ReadFile(fmt.Sprintf("test_data/img-%s.jpg", dataName))
if err != nil {
return nil, []BBox{}, fmt.Errorf("unable to load jpg file of '%v': %w", dataName, err)
}
img, err := gocv.IMDecode(imgContent, gocv.IMReadUnchanged)
if err != nil {
return nil, []BBox{}, fmt.Errorf("unable to load jpg of '%v': %w", dataName, err)
}
return &img, obj.BBoxes, nil
}
func drawImage(img *gocv.Mat, bboxes []BBox) {
for _, bb := range bboxes {
gocv.Rectangle(img, bb.toRect(img.Cols(), img.Rows()), color.RGBA{R: 0, G: 255, B: 0, A: 0}, 2)
gocv.PutText(
img,
fmt.Sprintf("%.2f", bb.Confidence),
image.Point{
X: int(bb.Left*float32(img.Cols()) + 10.),
Y: int(bb.Top*float32(img.Rows()) + 10.),
},
gocv.FontHersheyTriplex,
0.4,
color.RGBA{R: 0, G: 0, B: 0, A: 0},
1)
}
}
func drawRectangles(img *gocv.Mat, rects []image.Rectangle, c color.RGBA) {
for _, r := range rects {
gocv.Rectangle(img, r, c, 2)
}
}
func saveImage(name string, img *gocv.Mat) error {
err := os.MkdirAll("test_result", os.ModePerm)
if err != nil {
return fmt.Errorf("unable to create directory for test result: %w", err)
}
jpg, err := gocv.IMEncode(gocv.JPEGFileExt, *img)
if err != nil {
return fmt.Errorf("unable to encode jpg image: %w", err)
}
defer jpg.Close()
err = os.WriteFile(fmt.Sprintf("test_result/%s.jpg", name), jpg.GetBytes(), os.ModePerm)
if err != nil {
return fmt.Errorf("unable to write jpeg file: %w", err)
}
return nil
}
func DisplayImageAndBBoxes(dataName string) error {
img, bboxes, err := loadData(dataName)
if err != nil {
return fmt.Errorf("unable to load image and bboxes: %w", err)
}
drawImage(img, bboxes)
err = saveImage(dataName, img)
if err != nil {
return fmt.Errorf("unable to save image: %w", err)
}
return nil
}
func TestDisplayBBox(t *testing.T) {
type args struct {
dataName string
}
tests := []struct {
name string
args args
}{
{
name: "default",
args: args{dataName: "01"},
},
{
name: "02",
args: args{dataName: "02"},
},
{
name: "03",
args: args{dataName: "03"},
},
{
name: "04",
args: args{dataName: "04"},
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
err := DisplayImageAndBBoxes(tt.args.dataName)
if err != nil {
t.Errorf("unable to draw image: %v", err)
}
})
}
}
func TestGroupBBoxes(t *testing.T) {
type args struct {
dataName string
}
tests := []struct {
name string
args args
want []image.Rectangle
}{
{
name: "groupbbox-01",
args: args{
dataName: "01",
},
want: []image.Rectangle{{Min: image.Point{X: 42, Y: 20}, Max: image.Point{X: 84, Y: 57}}},
},
{
name: "groupbbox-02",
args: args{
dataName: "02",
},
want: []image.Rectangle{{Min: image.Point{X: 25, Y: 13}, Max: image.Point{X: 110, Y: 80}}},
},
{
name: "groupbbox-03",
args: args{
dataName: "03",
},
want: []image.Rectangle{{Min: image.Point{X: 0, Y: 17}, Max: image.Point{X: 35, Y: 77}}},
},
{
name: "groupbbox-04",
args: args{
dataName: "04",
},
want: []image.Rectangle{{Min: image.Point{X: 129, Y: 10}, Max: image.Point{X: 159, Y: 64}}},
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
got := GroupBBoxes(dataBBoxes[tt.args.dataName])
img := gocv.NewMat()
defer img.Close()
dataImages[tt.args.dataName].CopyTo(&img)
drawRectangles(&img, got, color.RGBA{R: 0, G: 0, B: 255, A: 0})
saveImage(tt.name, &img)
if !reflect.DeepEqual(got, tt.want) {
t.Errorf("GroupBBoxes() = %v, want %v", got, tt.want)
}
})
}
}
func TestGroupObjects(t *testing.T) {
type args struct {
dataName string
}
tests := []struct {
name string
args args
want []*events.Object
}{
{
name: "groupbbox-01",
args: args{
dataName: "01",
},
want: []*events.Object{
{Left: 0.26660156, Top: 0.1706543, Right: 0.5258789, Bottom: 0.47583008, Confidence: 0.4482422},
},
},
{
name: "groupbbox-02",
args: args{
dataName: "02",
},
want: []*events.Object{
{Left: 0.15625, Top: 0.108333334, Right: 0.6875, Bottom: 0.6666667, Confidence: -1},
},
},
{
name: "groupbbox-03",
args: args{
dataName: "03",
},
want: []*events.Object{
{Top: 0.14166667, Right: 0.21875, Bottom: 0.64166665, Confidence: -1},
},
},
{
name: "groupbbox-04",
args: args{
dataName: "04",
},
want: []*events.Object{
{Left: 0.80625, Top: 0.083333336, Right: 0.99375, Bottom: 0.53333336, Confidence: -1},
},
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
img := dataImages[tt.args.dataName]
got := GroupObjects(dataObjects[tt.args.dataName], img.Cols(), img.Rows())
if !reflect.DeepEqual(got, tt.want) {
t.Errorf("GroupObjects() = %v, want %v", got, tt.want)
}
})
}
}