1. A method of generating compact descriptors for transmission over a communications network, the method comprising: receiving an uncompressed descriptor; performing zero-thresholding on the uncompressed descriptor to generate a zero-threshold-delimited descriptor; quantizing the zero-threshold-delimited descriptor to generate a quantized descriptor; and coding the quantized descriptor to generate a compact descriptor for transmission over a communications network.