Identification of tomato leaf diseases based on multi-channel automatic orientation recurrent attention network

•We use asymptotic non-local means algorithm to remove image noise.•We propose attention orientation network to locate the disease site of tomato leaves.•We propose M−AORANet to improve the accuracy of tomato leaf disease identification.