Layered BiSe in the trigonal $P\overline{3}m1$ phase is a weak topological insulator and candidate crystalline insulator. Here using structural, spectroscopic, resistance measurements at high pressure density functional theory calculations, we report that exhibits rich diagram with emergence of superconductivity above 7 GPa. Structural transitions into SnSe-type energetically tangled orthorhomb...