Matrix storage formats are specialized data structures designed to efficiently store and manipulate sparse matrices, which are matrices predominantly filled with zeros. These formats optimize storage space and computational efficiency by only storing non-zero elements and their positions, making them essential for high-performance computing and large-scale data processing.