Clustered regularly interspaced short palindromic repeats (CRISPR) and CRISPR-associated protein 9 (CRISPR/Cas9) genome-editing system has altered plant research by allowing for targeted genome alteration, and they are emerging as powerful tools for evaluating plant gene function and improving crop yield. Even though CRISPR/Cas9 cleavage and subsequent repair are effective ways to precisely replace genes and change base pairs in plants, the dominance of the non-homologous end-joining pathway (NHEJ) and homology-directed repair's (HDR) poor effectiveness in plant cells have restricted their use. Base editing is gaining popularity as a potential alternative to HDR or NHEJ-mediated replacement, allowing for precise changes in the plant genome via programmed conversion of a single base to another without the need for a donor repair template or double-stranded breaks. In this review, we primarily present the mechanisms of base-editing system, including their distinct types such as DNA base editors (cytidine base editor and adenine base editor) and RNA base editors discovered so far. Next, we outline the current potential applications of the base-editing system for crop improvements. Finally, we discuss the limitations and potential future directions of the base-editing system in terms of improving crop quality. We hope that this review will enable the researcher to gain knowledge about base-editing tools and their potential applications in crop improvement.