When working with 1-channel (e.g. CV_8UC1
) Mat objects in OpenCV, this creates a Mat of all ones: cv::Mat img = cv::Mat::ones(x,y,CV_8UC1)
.
However, when I use 3-channel images (e.g. CV_8UC3
), things get a little more complicated. Doing cv::Mat img = cv::Mat::ones(x,y,CV_8UC3)
puts ones into channel 0, but channels 1 and 2 contain zeros. So, how do I use cv::Mat::ones()
for multi-channel images?
Here's some code that might help you to see what I mean:
void testOnes() {
int x=2; int y=2; //arbitrary
// 1 channel
cv::Mat img_C1 = cv::Mat::ones(x,y,CV_8UC1);
uchar px1 = img_C1.at<uchar>(0,0); //not sure of correct data type for px in 1-channel img
printf("px of 1-channel img: %d \n", (int)px1); //prints 1
// 3 channels
cv::Mat img_C3 = cv::Mat::ones(x,y,CV_8UC3); //note 8UC3 instead of 8UC1
cv::Vec3b px3 = img_C3.at<cv::Vec3b>(0,0);
printf("px of 3-channel img: %d %d %d \n", (int)px3[0], (int)px3[1], (int)px3[2]); //prints 1 0 0
}
So, I would have expected to see this printout: px of 3-channel img: 1 1 1
, but instead I see this: px of 3-channel img: 1 0 0
.
P.S. I did a lot of searching before posting this. I wasn't able to resolve this by searching SO for "[opencv] Mat::ones" or "[opencv] +mat +ones".
In OpenCV the main matrix class is called Mat and is contained in the OpenCV-namespace cv. This matrix is not templated but nevertheless can contain different data types. These are indicated by a certain type-number. Additionally, OpenCV provides a templated class called Mat_, which is derived from Mat.
We can check the Data Type of a cv::Mat using “type()” method. This is a method you can use for checking the type of an cv::Mat.
The Mat class of OpenCV library is used to store the values of an image. It represents an n-dimensional array and is used to store image data of grayscale or color images, voxel volumes, vector fields, point clouds, tensors, histograms, etc.
Here's example for CV_64FC1 : CV_ - this is just a prefix. 64 - number of bits per base matrix element (e.g. pixel value in grayscale image or single color element in BGR image) F - type of the base element.
I don't use OpenCV, but I believe I know what's going on here. You define a data-type, but you are requesting the value '1' for that. The Mat
class appears not to pay attention to the fact that you have a multi-channel datatype, so it simply casts '1' as a 3-byte unsigned char.
So instead of using the ones
function, just use the scalar constructor:
cv::Mat img_C3( x, y, CV_8UC3, CV_RGB(1,1,1) );
You can also initialize like this:
Mat img;
/// Lots of stuff here ...
// Need to initialize again for some reason:
img = Mat::Mat(Size(width, height), CV_8UC3, CV_RGB(255,255,255));
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