Preserving and utilizing genetic diversity is crucial in crop breeding to address unpredictable situations such as climate change and evolving consumer demands. It serves as a source of new traits and alleles. Core collections are established from approximately 10-20% of conserved resources, and they are not only used for efficient management of genetic resources in seed banks but also applied in crop improvement programs and new gene discovery. These core collections demonstrate diversity based on the geographic origin of genetic resources and provide information on genetic similarity among resource types and collection regions. Recent advances in high-throughput genotyping has enabled high-resolution association mapping, allowing for the precise discovery of new genes and QTLs. The wheat genetic diversity and population structure of core collections are important in determining appropriate GWAS statistical methods for detecting these novel genes and QTLs. To maximize their utility, collecting detailed phenotypic data is crucial. This will expand their application in gene discovery, marker development, and more. In this study, we provided reviews for wheat core collection in the world to face the digital breeding era, where precise gene detection and manipulation are possible. The accumulation of genetic diversity, and phenotypic and genotypic information by core collections will contribute to breeding cycle acceleration and trait selection optimization.