Crape myrtle is an important ornamental woody plant, due to its long-lasting mid summer bloom and rich color. However, limited molecular markers on this species hinder the breeding and genetic studies. In this work, 8,652 EST-SSRs were identified from crape myrtle transcriptome data. Di-nucleotide repeats (57.1%) were the most abundant type followed by tri-, tetra-, penta-, hexa-nucleotide repeats, with the AG/CT motif occurring most frequently. Of the 1200 synthesized primer pairs, 761 EST-SSRs (63.4%) were successfully amplified and 245 EST-SSRs (20.4%) showed polymorphic. High cross-species transferabilities of these markers were observed except in L. speciosa (26.7%). The polymorphic information content (PIC) for each locus ranged from 0.210 to 0.813 with a mean of 0.589, suggesting a high level of informativeness. Using 30 polymorphic EST-SSRs, structure and cluster analyses roughly divided the 73 accessions into three major groups with some admixtures. Based on the SSR data and clustering analysis, a final core collection (20 accessions) was identified, which captured Na, Ne, I, and PIC value with a retention rate of 92.8%, 113.6%, 110.6% and 109.7%, respectively. Thus, this work contributes to the better understanding of the genetic diversity and germplasm resources conservation in Lagerstroemia species.