Why JPEG compression processes image by 8x8 blocks instead of applying Discrete Cosine Transform to the whole image?
8 X 8 was chosen after numerous experiments with other sizes.
The conclusions of experiments are: 1. Any matrices of sizes greater than 8 X 8 are harder to do mathematical operations (like transforms etc..) or not supported by hardware or take longer time. 2. Any matrices of sizes less than 8 X 8 dont have enough information to continue along with the pipeline. It results in bad quality of the compressed image.