forked from hybridgroup/gocv
-
Notifications
You must be signed in to change notification settings - Fork 0
/
dnn_ext.go
67 lines (53 loc) · 1.43 KB
/
dnn_ext.go
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
package gocv
import (
"image"
)
// FP16BlobFromImage is an extended helper function to convert an Image to a half-float blob, as used by
// the Movidius Neural Compute Stick.
func FP16BlobFromImage(img Mat, scaleFactor float32, size image.Point, mean float32,
swapRB bool, crop bool) []byte {
// resizes image so it maintains aspect ratio
width := float32(img.Cols())
height := float32(img.Rows())
square := NewMatWithSize(size.Y, size.X, img.Type())
defer square.Close()
maxDim := height
var scale float32 = 1.0
if width > height {
maxDim = width
scale = float32(size.X) / float32(maxDim)
}
if width < height {
scale = float32(size.Y) / float32(maxDim)
}
var roi image.Rectangle
if width >= height {
roi.Min.X = 0
roi.Min.Y = int(float32(size.Y)-height*scale) / 2
roi.Max.X = size.X
roi.Max.Y = int(height * scale)
} else {
roi.Min.X = int(float32(size.X)-width*scale) / 2
roi.Min.Y = 0
roi.Max.X = int(width * scale)
roi.Max.Y = size.Y
}
Resize(img, &square, roi.Max, 0, 0, InterpolationDefault)
if swapRB {
CvtColor(square, &square, ColorBGRToRGB)
}
fp32Image := NewMat()
defer fp32Image.Close()
square.ConvertTo(&fp32Image, MatTypeCV32F)
if mean != 0 {
// subtract mean
fp32Image.SubtractFloat(mean)
}
if scaleFactor != 1.0 {
// multiply by scale factor
fp32Image.MultiplyFloat(scaleFactor)
}
fp16Blob := fp32Image.ConvertFp16()
defer fp16Blob.Close()
return fp16Blob.ToBytes()
}