The invention discloses an enhanced corrugated filtration pipe dust removing device, which comprises a pulse valve arranged on a gas collection box, a blowing main pipe communicated to the gas outletof the gas collection box, and a blowing device arranged on the blowing main pipe, wherein a flower plate is arranged below the blowing device, and is provided with an opening corresponding to the blowing device, and a corrugated filtration unit is arranged at the opening position. According to the present invention, the blowing device uses the Venturi spraying nozzle, and the corrugated filtration unit uses the enhanced corrugated filtration pipe, such that the service life of the product is substantially prolonged, the standardized production can be conveniently achieved, the production efficiency is improved, and the production and maintenance cost can be reduced.