A DH population was used to map the quantitative trait locus (QTL) contributing to HMF. Three traits including anther emergence rate (AER), anther emergence score (AES) and pollen production score (PPS) of the haploid population were evaluated at two locations. We also applied genomic selection to HMF traits, and found satisfied results which might be usefull for breeding.