Multisource neural network feature map fusion: An efficient strategy to detect plant diseases.

•Multispectral imaging may help to improve the quality of plant disease detection.•Feature maps extracted by different architectures on multimodal images are combined.•Fusion of features improve disease detection while maintaining rapid inference.•Parallax effects due to the use of multiple sensors can be ignored.•Effectiveness of this solution is proven for wine yellowing detection.