OpenCV | Understanding Contrast in an Image
In OpenCV, changing the contrast of an image is a very basic task to perform. By changing the image contrast, it is meant to change the value of each and every image pixel. This change can be done by either multiplying or dividing (means to multiply each pixel with value < 1) the pixel values of the image, by any constant.
To increase the contrast levels of the image, simply multiply a constant positive value to each and every image pixel.
Similarly if one wishes to decrease the contrast level of the image, then multiply a constant positive value less than 1 for each and every image pixel.
Let’s take an assumption by considering the below-mentioned matrix as our image matrix with values of pixel ranging from 0 to 255 and let’s assume that the data type for this image is CV_8UC3.
Increasing contrast :
So. let’s suppose we wish to increase image contrast by a factor of 2. Then we multiply 2 to each image pixel value but it is strictly forbidden to exceed the pixel range i.e. the allowed maximum limit is 255 and our pixel value should not increase 255. Suppose if in any case, this image pixel value exceeds 255, then it should be given the maximum allowed value only instead of the newly increased value.
Let’s check the image matrix given below, we have multiply this value by factor of 2 but the pixel value “255” has not been increased to 288 as we multiply 2 to 144, it should be 288 but this is not happening here because the maximum image pixel value is allowed to be 255 in this image.
Decreasing contrast :
Here, we are decreasing the contrast values by a factor of 0.5 and to do so 0.5 is multiplied to each and every image pixel in the input image but the only thing important is that the value of any pixel should not go below the minimum allowed pixel.
As here in our output image, the contrast is decreased by a factor of 0.5.