How to Efficiently Access Pixel Values in an OpenCV Matrix?
Dec 07, 2024 pm 01:46 PM
Accessing Pixel Values in an OpenCV Matrix
Getting pixel values from an OpenCV Mat image can be done through various methods based on the data structure used to represent the pixels.
Assuming an image of type CV_8UC3, where each pixel is represented by three 8-bit unsigned channels (BGR), retrieving a particular pixel's value can be achieved as follows:
for (int i = 0; i < foo.rows; i++) {
for (int j = 0; j < foo.cols; j++) {
Vec3b bgrPixel = foo.at<Vec3b>(i, j);
// Access and manipulate BGR values...
}
}
Vec3b is a container for 3-element vectors, where each element corresponds to a B, G, and R channel value.
Optimizing Performance
To improve performance, direct access to the data buffer can be used:
uint8_t* pixelPtr = (uint8_t*)foo.data;
int cn = foo.channels();
Scalar_<uint8_t> bgrPixel;
for (int i = 0; i < foo.rows; i++) {
for (int j = 0; j < foo.cols; j++) {
bgrPixel.val[0] = pixelPtr[i * foo.cols * cn + j * cn + 0]; // B
bgrPixel.val[1] = pixelPtr[i * foo.cols * cn + j * cn + 1]; // G
bgrPixel.val[2] = pixelPtr[i * foo.cols * cn + j * cn + 2]; // R
// Process BGR values...
}
}
Alternatively, the row() method can be used to access individual rows:
int cn = foo.channels();
Scalar_<uint8_t> bgrPixel;
for (int i = 0; i < foo.rows; i++) {
uint8_t* rowPtr = foo.row(i);
for (int j = 0; j < foo.cols; j++) {
bgrPixel.val[0] = rowPtr[j * cn + 0]; // B
bgrPixel.val[1] = rowPtr[j * cn + 1]; // G
bgrPixel.val[2] = rowPtr[j * cn + 2]; // R
// Process BGR values...
}
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