A possible reason for 8-bit signed values for pixel calculation comes from the necessity to represent RGB colors in YUV, YCrCb or other modes with chrominance. The Chrominance channels are encoded as differences in Green-Blue and Green-Red or Green-Yellow, Red-Blue etc. to simplify the answer. This range has also negative values.
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