An improved nonwoven abrasive article including an open, lofty, three-dimensional network of fibers bound together at points where they contact a free radically polymerizable resin binder and a plurality of non-white abrasive particles bound to at least some of the fibers by a second binder, wherein the improvement comprises either the first, second, or both binders comprising a free radically polymerizable resin binder initiated by at least one photoinitiator cleavable via .alpha.-cleavage and having a molar absorptivity in dilute methanol solution ranging from about 4 to about 400 liter/mole-cm in at least some portion of the UV/visible spectrum ranging from about 395 to about 500 nanometers.