Abstract: An image compression system for implementing a zerotree wavelet compression algorithm. The compression system uses a wavelet based coding system wh takes advantage of the correlation between insignificant coefficients at different scales. The compression system uses parallel arrays of processing elements which include single instruction multiple data processors in its encoder and decoder to increase throughput and scalability. A single instruction decoder forces each processing element of the array to perform exactly the same operation on its data as the other processor elements of the array are performing on their data. If an operation must be performed only by some of the processing elements of the array, then those processing elements not performing the operation are turned off for one instruction cycle. The algorithm of the compression system is partitioned into two major components which are the wavelet transform and zerotree computations.