The primary proteins involved in vesicle fusion are SNARE proteins, which include v-SNAREs (vesicle-associated) and t-SNAREs (target membrane-associated). Additional regulatory proteins, such as Rab GTPases and SNAP proteins, also play crucial roles. The coordination of these proteins ensures the specificity and efficiency of the fusion process.