Abstract: Highlights•Reinterpretation of the acquisition procedure of the single-pixel camera.•Shift-invariant signal model for single-pixel compressive imaging.•Link between the theories of generalized sampling, wavelets and compressive sensing.•Matrix-free implementation which fits with the memory efficient solvers for CS.
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