Decellularized adipose matrix (DAM) is considered to be the most potential biological scaffold for soft tissue repair and reconstruction, as it is able to induce the regeneration of adipose tissue in situ in adulthood. But how does this adipose tissue regeneration happen and develop in vivo? Is it the same as the original autologous one? Temporary existence or long-term survival? These are the key questions that will determine the future applications of DAM. In this study, we investigated the composition, structure and biomechanical properties of DAM before implanting it into the subcutaneous back of immunodeficient mice. The entire regeneration process in vivo was closely monitored histologically from 3 days to 1 year after implantation, including fat regeneration, vascular growth, inflammatory responses, and matrix degradation and remodeling. Transcriptome sequencing was used to analyze the difference in gene expression between regenerated fat and autologous fat at different periods. The results showed that the DAM-induced regenerated fat first appeared at 1w and remained stable over 6m, indicating remarkable similarity to autologous fat at the later stages of implantation. And about (18.3 ± 29.3) % of the regenerated adipocytes were still viable after one year. The process of adipogenesis was enhanced by the decrease in inflammatory infiltration and proceeded in parallel with angiogenesis. Statement of significance: The decellularized adipose matrix (DAM) is the only biological scaffold that can spontaneously generate adipocytes in vivo without the need to add exogenous cells. However, in the previous studies, the longest DAM-related animal experiments were about 3 months. The different stages and characteristics of DAM implantation cannot be fully captured. Comprehensive preclinical researches on the initiation, characteristics, and long-term outcomes of DAM-induced adipose tissue regeneration in adulthood is crucial.In this study, we closely observed various aspects of the entire process in vivo from 3 days to 1 year after implantation including fat regeneration, vascular growth, inflammatory reactions as well as matrix degradation and remodeling. The thorough research will contribute to the understanding of stability and dynamic remodeling of DAM regeneration models.