MRI Knowledge Hub
What is Histogram in MRI
Histogram is a two dimensional graphical representation of Digital Image data. The histogram of a Digital Image with gray levels in the X-axis is in range [0, L-1] and Y-axis is the number of pixels n in the image correcsponding to each gray value. The histogram is normalized by dividing each value n by the total number of pixels. Here it gives an estimate of the probability of the occurrence of the gray level , and the sum of all the components of a normalized histogram is equal to 1. Figure 1 shows the histogram of the MR image data, where the gray values vary from 0 to 4095. The histogram plays a key role in most of the image processing operations.
Figure 1: MRI and Normalized Histogram
Histogram Analysis in MRI Data
The histogram shape of the MR image remains approximately the same in normal cases, but change in case of abnormal/diseased cases. Broadly on the shape of the histogram, we can differentiate between the normal and diseased cases. Figure 2 below shows 2-D MR image and histogram of two different patients normal/diseased. Shape of histogram is used define fuzzy feature in soft computation.