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before we talk about what image processing is lets recall what images could be yeah because there may be more things called images than you would really think when talking about images so we have many many different image modalities and the simplest kind of image would be 1D images which are just some signals like here simple cyan or sine plus some noise and then of course what everybody should think of images are typical photos 2D colored or grayscale photos and I selected two very iconic ones that you see in all the infrastessing papers and some from an older research project also videos can be interpreted as images now then we have just three dimensional images where we have two spatial and one um temporal axis then there are lots and lots of medical image modalities for instance Mr CTE PT and those have in common that usually this is three-dimensional so these are volumetric images with three spatial dimensions and for instance with CT you can then use like things transparent and