Near-eye holographic diffractive waveguide display using novel polarized volume holographic gratings (PVG) have lately gotten a lot of interest. Here, we briefly introduced the fundamental concepts of PVG before sharing our work progress on PVG, which included procedure, imaging simulation, and experimental results. Simultaneously, these prospective PVG-based application directions were also discussed.