A module for processing and visualization of digital signals and an X-ray scanner module are implemented on a mobile platform movable on wheels. The digital X-ray module includes a source of fan-shaped X-ray radiation beam with a detector of X-ray radiation passing through a mattress being examined. The mobile X-ray mattress scanner is equipped with an input and an output tray having rollers for supporting the mattress as it is pulled in and out of the special mattress-shaped tunnel opening by a drum motor. Detection results are processed and analyzed. The drum motor is integrated into the X-ray mattress scanner at the input opening so it can press and pull the matters inside the scanner automatically. The intake and output trays can be folded for moving the scanner along narrow corridors or on the stairs.