The invention discloses a noise reduction leather picker, which comprises a leather picker skeleton and a bulged wing, wherein the bulged wing is arranged in a groove in the leather picker skeleton; the leather picker skeleton is made of canvas made from vinylon and cotton specially; the bulged wing is made of a damping noise elimination material; shuttle throwing holes are formed in two ends of the leather picker respectively; and a ventilating small hole is drilled in each shuttle throwing hole. According to the noise reduction leather picker, the noise of a single loom is reduced by 1.7 to 1.9 decibels, the noise of a workshop is reduced by 0.9 to 1.4 decibels, and the service life of the leather picker is prolonged by 1 to 2 times; and the noise reduction leather picker has the characteristics of saving materials and maintenance cost along with reasonable design, simple structure, easiness in process, convenience in use and the like and has high popularization and use value, so that the labor intensity of maintainers is reduced, the production cost is reduced, and the economic benefits of enterprises are improved.