The wide variety of complex physical behavior exhibited in transition metal oxides, particularly the perovskites ABO3, makes them a material family of interest in many research areas, but the drastically different electronic structures possible in these oxides raises challenges in describing them accurately within density functional theory (DFT) and related methods. Here we evaluate the ability of the ACBN0 "pseudo-hybrid" density functional, a recently developed first-principles approach to applying the Hubbard U correction, to describe the structural and electronic properties of the firstrow transition metal perovskites with (B = V − Ni). ACBN0 performs competitively with hybrid functional approaches such as the Heyd-Scuseria-Ernzerhof (HSE) functional even when they are optimized empirically, at a fraction of the computational cost. ACBN0 also describes both the structure and band gap of the oxides more accurately than a conventional Hubbard U correction performed by using U values taken from the literature. arXiv:1905.08328v1 [cond-mat.str-el]