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ImageClusterer

Clustering of the rainbow image.

Repository structure

In this repository you can find the class implemetantion of Image Cluster, a notebook with examples of using it, with Experiments and rainbow image.

Class description

Input data

Input data must be an image with 3 channels in RGB format.

Output data

The mask with the same shape will be returned using method predict. Each element in mask represents the cluster label of a current pixel.

Initialization parameters

def __init__(self, 
                 image: np.ndarray, # Input image 
                 algorithm: str = "Kmeans", # Algorithm with will be used to make clustering (supported -  ["Kmeans"])
                 number_of_classes: int = 6, # Desired number of clusters
                 color_mode : str = "rgb", # Color format of image (supported - ["hsv", "rgb"])
                 number_of_components : int  = 3, # Number of components in PCA algorithm (supported - [1, 2, 3])
                 use_only_hs: bool = False, # Flag to use only Hue and Saturation components in HSV format of image
                 ):
        super().__init__()

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