Cavitation noise is a faint random signal, which is generated by the cavitation bubbles collapse in cavitating water jet. The noise of acquisition system itself strongly interferes with cavitation noise. The results with self-adaptive filtering processing for cavitation noise indicate that it has the better ability of filtering system noise. The real cavitation noise signals of cavitating water jet have been achieved.