Spherical roller bearings are double row, self-retaining units comprising solid outer ring with a concave raceway, solid inner rings and barrel rollers with cages. The inner rings with cylingdrical or tapered bores. The symmetrical barrel rollers freely align themselves to the concave outer ring raceway. As a result, shaft deflectiongs and mislignments of the bearing seats are compensated.