  We propose and demonstrate a photon-efficient optical classifier to overcome
the Rayleigh limit in spatial resolution. It utilizes mode-selective sum
frequency generation and single-pixel photon detection to resolve closely
spaced incoherent sources based on photon counting statistics. Super-resolving
and photon efficient, this technique can find applications in microscopy, light
detection and ranging (LiDAR), and astrophysics.
