A noise elimination circuit for eliminating noise signals from data given by a binary form includes a modulo in up/down counter having a first input for receiving binary data, a second input for receiving clock pulses and output for producing a counted signal. The counter is effected to count up in response to the clock pulses when the binary data is a HIGH, and to count down in response to said clock pulses when the binary data is a LOW. A decoder is provided which has inputs for receiving the counted signal, a first output for producing an indication signal when the counted signal corresponds to a first predetermined number i, and a second output for producing an indication signal when the counted signal corresponds to a second predetermined number j, in which i is equal to or greater than zero, j is greater than i and n is equal to or greater than j. A flip-flop is provided which has a reset terminal connected to the first output of the decoder, a set terminal connected to the second output of the decoder and an output for producing a data with noise signals being eliminated.