Duncan Coulter

A controlled analysis of lightweight CNN variants for chilli leaf disease classification with class weighting, label smoothing and class imbalance handling

Accurate and timely recognition of chilli leaf disorders is essential for reducing crop loss and supporting efficient disease management in practical agricultural environments. However, multi-class chilli leaf disease classification remains challenging because visually similar symptoms can arise from fungal infection,...