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Metal halide perovskite light-emitting diodes (PeLEDs) have developed rapidly and achieved tremendous progress in the last few years. However, the performance of blue PeLEDs still lags far behind their red and green counterparts. This review summarizes the optoelectronic properties and preparation methods of blue perovskite materials, proposes the strategies, challenges and perspectives for the further development of blue PeLEDs. [Display omitted] Metal halide perovskites, as a new generation of semiconductor materials, have been widely applied in various optoelectronic devices, especially in the field of perovskite light-emitting diodes (PeLEDs). The external quantum efficiencies (EQEs) of green, red, and near-infrared PeLEDs have exceeded 20% for the last few years, which are comparable to those of the state-of-the-art organic light-emitting diodes (OLEDs) and quantum-dot light-emitting diodes (QLEDs). However, the performances of blue PeLEDs lag far behind those of their counterparts, presumably due to the low quantum yields of blue perovskite films, the instability of the emission spectra, and the difficulties in charge injection for the devices under operation conditions. In this review, the structures and physical properties of blue emissive perovskite materials and the preparation methods of the corresponding perovskite films are firstly addressed. Then, the recent advances and strategies to improve the efficiency of blue PeLEDs are outlined, and the main challenges faced with the blue PeLEDs are also discussed. Finally, an outlook on blue LEDs based on perovskite materials is proposed. [ABSTRACT FROM AUTHOR]