Some maps may have tile layers that are mostly empty or have large areas of the same tile. Such tile arrays could benefit from RLE (run-length encoding) compression, trading some runtime performance for less memory usage.
This should be a layer property in Tiled that turns this setting on/off per tile layer, since certain tile layers may actually use more memory than without compression.