Multi-stage fertilizer recommendation for spring maize at the field scale based on narrowband vegetation indices

•Proposing a cost-effective approach for multi-stage fertilizer recommendation.•Combining a long-term NPK fertilizer experiment and UAV hyperspectral images.•Five vegetation indices presented high fitting accuracy with N fertilizer amounts.•Vegetation indices sensitivity raised with N fertilizer amounts increased.