The invention provides a method of manufacturing chemical mechanical polishing pads, wherein an automatic checking system is configured for detecting macroscopic inhomgeneity of cutting slices and furthermore classifying the cutting slices to acceptable cutting slices or to-be-detected cutting slices, wherein the acceptable cutting slices are further machined for forming polishing layers of the chemical mechanical polishing pads.