Image processing of a Rubiks cube
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I am currently working on a project that will solve a Rubiks cube. As of now, I am stuck on the image processing. I have installed the image processing toolbox for matlab. What I need to do is determine which colors are on a single face of a Rubiks cube. This informations will be pulled of of a .jpg image.
Any tips or pointers how to do this?
Thanks!
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Sameer
el 7 de Oct. de 2024
Hi Conner
From my understanding, you want to develop a method to identify and determine the colors present on a single face of a Rubik's Cube from a ".jpg" image.
Here's how you can achieve it:
1. Capture and Preprocess: Obtain a clear image of the Rubik's Cube face with consistent lighting. Convert the image from RGB to HSV color space to simplify color differentiation.
2. Color Segmentation: Use HSV thresholding to segment each color on the cube. Define HSV ranges for each Rubik's Cube color based on sample images.
3. Region Detection: Apply morphological operations to clean up the segmented areas. Use functions like "bwlabel" and "regionprops" to identify individual squares on the cube face.
"regionprops" : https://www.mathworks.com/help/images/ref/regionprops.html
4. Color Mapping:Calculate average HSV values for each detected region and map them to the closest known Rubik's Cube color.
Hope this helps!
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