On September 18 2022, the Mw 6.9 Chihshang earthquake struck the south half of the valley and caused severe damage. A precisely and rapidly report for the distribution of aftershock sequence after a devastating earthquake provides a key information for deciphering the seismogenic structure in the source region. The utilization of deep-learning methodologies for earthquake event detection offers a significant acceleration in data analysis. In this study, we use SeisBlue, a deep-learning platform/package, to extract the whole earthquake sequence, from September to October 2022, including the Mw 6.5 Guanshan foreshock, the Mw 6.9 mainshock, over 14,000 aftershocks, and 866 foal mechanisms from two sets of broadband networks. The entire earthquake sequence was well recorded by a dense broadband array install in the adjacent area in Chihsang, the Chihshang seismic network. As a result, after applying hypoDD for these seismic events, the distribution of aftershock sequence clearly depicts not only the Central Range fault and the Longitudinal fault but also several local, shallow tectonic structures that have not been observed along the southern Longitudinal Valley.