Compressed sensing and single-pixel cameras (2007)
terrytao.wordpress.com
terrytao.wordpress.com
That shows how the single pixel camera works, it is sensing with only a single element, but it make many sequential (randomized) scans to form the image.
Just like the drum scanners of old, only non-linear.