Constructing van der Waals (vdW) heterostructures by using different 2D materials is an effective strategy to overcome the shortcoming of single 2D materials. Recently, a novel 2D material boron selenide (BSe) has been predicted, holding a hexagonal structure similar to 2D transition metal dichalcogenides (TMDs). In this paper, the MoS 2 /BSe, and WS 2 /BSe heterostructures are therefore constructed, finding that they are type-II band alignment semiconductors with bandgaps of 1.46 and 1.73 eV, respectively. Moreover, an indirect-to-direct bandgap transition, and a band alignment transition can be achieved by applying the perpendicular external electric fields to the vdW heterostructures. In addition, the two built heterostructures have a good optical absorption (10 4), a broad optical absorption, and one competitive power conversion efficiencies (PCEs). The results also show that the PCE of the MoS 2 /BSe heterostructures can be improved by increasing the number of BSe layers (11.63% for MoS 2-2BSe and 13.55% for MoS 2-3BSe). This study provides a practical way for BSe/TMDs vdW heterostructures in optoelectronic applications.