In vitro mutation breeding in vegetatively propagated crops like banana offers a benefit in screening for beneficial variants in plant cells or cultured tissues. An attempt was made to induce mutants and determine the lethal dose, as it is the prerequisite to optimize the concentration and duration of the mutagen used to recover a larger population in mutation research. Shoot tip cultures were treated for 2 and 4 h at six different EMS concentrations ranging from 80 mM to 160 mM, whereas proliferating multiple shoots were exposed for 30 and 60 min at six different EMS concentrations ranging from 8 mM to 40 mM. Survival percentage, shoot length, and number of shoots reduced linearly and significantly as concentration and duration increased in both shoot tips and proliferating multiple buds. The probit curve-based analysis of mortality of treated explants revealed that the LD 50 was 155.83 mM for 2 h and 113.72 mM for 4 h, respectively for shoot tip cultures, whereas for proliferating multiple buds, the LD 50 value was adjusted to 39.11 mM for 30 min and 30.41 mM for 60 min. 160 mM EMS for 4 h resulted in a shorter shoot, a longer rooting duration, a lesser number of roots, and decreased root development. In proliferating multiple shoots, the smallest shoot, longest rooting duration, least number of roots, and shortest root were observed in 40 mM EMS for 60 min. Similar reductions in growth parameters were observed in proliferating multiple shoots at higher exposure to EMS for a longer duration.