“…So far, automated image analysis to quantify adipogenesis in vitro only allowed to determine lipid droplet accumulation (Adomshick et al ., 2020). For analysing stained tissue sections, several approaches have been described that allow to determine adipocyte count and size distribution (Chen and Farese, 2002; Berry et al ., 2014; Parlee et al ., 2014; Maguire et al ., 2020; Hu et al ., 2021). Yet, these approaches are only partially automated (Chen and Farese, 2002; Parlee et al ., 2014; Maguire et al ., 2020; Hu et al ., 2021), rely on commercial software (Chen and Farese, 2002; Parlee et al ., 2014), and/or involve manual, user-biased threshold steps (Parlee et al ., 2014; Hu et al ., 2021), limiting throughput, reproducibility, and comparability.…”