Depends on how high your bed is off the floor.
If possible you want to reuse the original packing box as that will pack things in almost the smallest space. But the box might be taller than the space under your bed. Due to size, the vertical column and the baseboard may have to stay out of the under-bed box, but everything else should fit. It will all depend on the size/dimensions of the under-bed box.