( face )
( body )
Hi, i am new to image processing and openCV C/C++. I am wondering that is it possible to extract skin tone from the first image (face
For finding skin you can use one of this formulas:
1) With normilized RGB space:
for(int i = 0; i < m_image->height; ++i)
{
for(int j = 0; j < m_image->width; ++j)
{
if (m_image->nChannels == 3)
{
int valueR = (reinterpret_cast(m_image->imageData + i * m_image->widthStep))[j * 3 + 2];
int valueG = (reinterpret_cast(m_image->imageData + i * m_image->widthStep))[j * 3 + 1];
int valueB = (reinterpret_cast(m_image->imageData + i * m_image->widthStep))[j * 3];
float normR = static_cast(valueR) / static_cast(valueR + valueG + valueB);
float normG = static_cast(valueG) / static_cast(valueR + valueG + valueB);
float normB = static_cast(valueB) / static_cast(valueR + valueG + valueB);
if ((normB / normG < 1.249) &&
(( normR + normG + normB ) / ( 3 * normR ) > 0.696 ) &&
( 1/3.0 - normB/( normR + normG + normB ) > 0.014 ) &&
(normG/(3* (normR + normG + normB)) < 0.108 ))
{
//pixel is skin
}
}
}
2) in RGB space:
for(size_t i = 0; i < m_image->height; ++i)
{
for(size_t j = 0; j < m_image->width; ++j)
{
if (m_image->nChannels == 3)
{
int R = (reinterpret_cast(m_image->imageData + i * m_image->widthStep))[j * 3 + 2];
int G = (reinterpret_cast(m_image->imageData + i * m_image->widthStep))[j * 3 + 1];
int B = (reinterpret_cast(m_image->imageData + i * m_image->widthStep))[j * 3];
if (( R > 95) && ( G > 40 ) && ( B > 20 ) &&
(std::max(R, std::max( G, B) ) - std::min(R, std::min(G, B) ) > 15) &&
(std::abs(R - G) > 15) && (R > G) && (R > B))
{
//skin pixel
}
}
}
3) in YCrCb space:
for(size_t i = 0; i < m_image->height; ++i)
{
for(size_t j = 0; j < m_image->width; ++j)
{
if (m_image->nChannels == 3)
{
int Cr = (reinterpret_cast(image->imageData + i * image->widthStep))[j * 3 + 2];
int Cb = (reinterpret_cast(image->imageData + i * image->widthStep))[j * 3 + 1];
int Y = (reinterpret_cast(image->imageData + i * image->widthStep))[j * 3];
if (( Y > 80 ) && ( Cb > 85 ) && ( Cb < 135 ) &&
(Cr > 135) && (Cr < 180))
{
//skin pixel
}
}
}
}