11. The method of claim 9 , wherein merging the plurality of components comprises: combining the consecutive components associated with each column based on the word spacing to form at least one of the at least one sub-word and the at least one word; and filtering at least one component of the plurality of components associated with the non-text items from the plurality of components associated with the Arabic text based on the first set of characteristic parameters.
11. The method of claim 9 , wherein merging the plurality of components comprises: combining the consecutive components associated with each column based on the word spacing to form at least one of the at least one sub-word and the at least one word; and filtering at least one component of the plurality of components associated with the non-text items from the plurality of components associated with the Arabic text based on the first set of characteristic parameters. 12. The method of claim 11 further comprising sorting the plurality of columns based on at least one coordinate associated with a column, wherein the at least one coordinate is associated with a position of the column in the image.