Counting Rice Grain using Computer Vision -- 2

I try to implement this project using computer vision morphological operation and done image segmentation using watershed algorithm this is a one of the initiative from my side in the field of computer vision where we give any image in which rice grain is present so my model output is count the total tice grain present in that image There some steps involved to implement this amazing concept. 1. Importing all the Necessary Libraries 2. Creating Function for visualization Defining custom "show" function for Image Visualization 3. Image Pre-Processing convert RGB Image to Grayscale Image Image Thresholding for converting the RGB pixel value to Grayscale pixel (0 to 256) Morphological Transformations Like open and close (Noise Removal) 4. Counting rice grains using the Contours method Working over Clear image to get insight into grain touching problem 5. Applying Watershed Algorithm : use watershed algorithm for solving grains touching problem Applying Watershed Algorithm for Solving Touching rice grains problem 6. Counting total Rice grains and Broken Rice grains using the contour area For total rice grains counting: the Watershed method For broken rice grains counting: A filter of an average area of broken rice grain using the length of rice .