Answer
You agree, with reservations.
Work Step by Step
Low-energy infrared photons cannot stimulate the emission of higher-energy visible light photons: that would violate the sacred principle of the conservation of energy. So they cannot cause fluorescence in the same way that ultraviolet photons do.
However, perhaps the low-energy infrared photons can excite an electron and cause a fluorescent-like emission of even-lower-frequency radiation, not in the visible spectrum.
This is discussed on pages 570-571.