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Therefore, the proposed segmentation model and quantifying procedure is an amalgamated method for cell quantification that yields better segmentation results and provides pithy insights into the analysis of neuronal anomalies at a microscopic level. Graphical Abstract Resultant View of the overall proposed approach.White adipocytes play a key role in maintaining whole body energy homeostasis by forming white adipose tissue (WAT). The impairment of WAT formation or WAT dysfunction is clearly associated with severe metabolic disorders. Mature adipocytes are d