1. An apparatus for processing compressive sensed images, the apparatus comprising: a memory for storing instructions and data; and, a processor communicatively coupled to the memory and configured to access the data and the instructions, which, when executed by the processor, configure the processor to: retrieve M compressive sense measurements that are generated using a M×N compressive sensing matrix, the compressive sense measurements representing a compressed version of a single native resolution, N-pixel image of a scene; determine dimensions of a desired two-dimensional, multi-resolution image to be reconstructed from the compressive sense measurements; allocate, based on the determined dimensions, a plurality of regions to the desired two-dimensional, multi-resolution image, where each of the allocated plurality of regions has a determined pixel resolution that is equal to or less than the native resolution of the single native resolution image; define an expansion matrix for each respective allocated region, the dimensions of each expansion matrix being determined for each respective allocated region based on the allocated region's determined pixel resolution; and generate a multi-resolution reconstructed image of the scene using the compressive sense measurements, the compressive sensing matrix, and the defined expansion matrices.