Banana (Musa spp.) is a globally important horticultural crop that faces significant challenges from pests and diseases, which threaten yield and long-term sustainability. The efficient production of clean, disease-free planting material is essential for both commercial plantations and small-holder systems. This paper presents a rapid and reproducible protocol for direct plant regeneration from immature male inflorescences of banana. The method involves surface sterilization of immature male flowers, longitudinal dissection, and culture on Murashige and Skoog (MS) medium supplemented with 6-benzylaminopurine (BAP), enabling direct shoot regeneration from floral meristems without an intermediate regenerable callus phase. This approach offers several advantages over traditional embryogenic cell suspension (ECS) methods, including simplified sterilization, high regeneration efficiency, and scalability. The protocol was successfully applied to multiple banana cultivars, including Cavendish (AAA) and Lady Finger (AAB), achieving 100% shoot regeneration efficiency with plantlet production within 6–8 months. This protocol provides a reliable and efficient alternative for rapid mass propagation of banana plants, supporting sustainable production and research applications.