Food insecurity is a significant challenge in Africa, affecting millions of people across the continent. According to the Food and Agriculture Organization (FAO), an estimated 282 million people in Africa were affected by hunger in 2020, up from 236 million in 2019. Smallholder farmers are the backbone of agriculture in many low- and middle-income countries, and their livelihoods depend on their ability to maximize yields and efficiently use resources. Accurately detecting field boundaries is...