A novel binary joint transform correlator thresholding with reference power spectrum only is proposed. As compared with conventional joint transform correlator, it has the advantages of high light efficiency, excellent discrimination capability and improved input space-bandwidth. In a comparison with existing binary joint transform correlator, it possesses higher discrimination capability, and the measurement of the target power spectrum is avoided. Therefore it is a convenient joint transform correlator with high performance merits.