Disclosed is a dicing machine for cutting a CSP plate into pellets and for transferring and putting them in a transport tray. The pick-up-and-transport means picks a selected pellet from a diced CSP plate to carry and put the so selected pellet in an allotted cell in a transport tray. On the way to the transport tray storage area, there is cleaning means for wiping and removing minute pieces of debris if any from the rear side of each pellet. The cleaning means includes a wiper in the form of rotary sponge roll, which is wet with washing liquid, and is rotated to expose its clean surface to each pellet all the time.