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Abstract—In numerous image-based studies, such as cell studies,a plethora of information is embedded in cell objects, whichmust first be accurately extracted before it can be utilized forfurther downstream analysis and linked to biological processesexplored in the original experiment. One such technique forthis purpose is instance segmentation. In our study, whichcell death and associated pathways
