 This study comprehensively benchmarks a team state-of-the-art methods for cellular deconvolution of spatial transcriptomics and provide decision-tree style guidelines and recommendations for method selection. This article was authored by Haoyang Li, Zhu Yixiaoju, Zheng Xiaoli, and others.