cleaning cartridges are recommended only if nozzles in print head are clogged ( missing color channel ) .
To improve print quality with non clogged print head you should first change print settings :
print quality high
paper type matte photo
In addition you can use vivid printing from effects tab or manipulate image quality in photo editing program