This comprehensive review paper provides a detailed overview of weeding techniques available for cassava plantations in tropical areas. It covers mechanical, organic, and chemical methods for weed control, including the weed time and density available in those areas. The paper also thoroughly examines the weed management efficiency in the tropical area’s chemical, organic, and mechanical aspects and summarizes the most appropriate methods of weeding in Cassava plantations. Moreover, it underscores the potential of current innovative technologies for intelligent Cassava weeding technologies, offering a promising glimpse into the future of weed management. These advancements in innovative technologies hold the potential to revolutionize weed management, reducing the reliance on manual labor and significantly increasing efficiency in Cassava plantations, instilling a sense of optimism for the future of weed management.