The application relates to video coding and decoding methods and apparatuses. The video coding method includes steps: dividing image data into transform units; in the condition of non-square transformunits, dividing the non-square transform units into square blocks before employing space frequency transformation; applying the space frequency transformation to the square blocks to generate corresponding sets of space frequency coefficients; and combining sets of the space frequency coefficients related to the square blocks derived from the transform units.