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Agriculture plays a vital role in a country's economy. Thus, better yields of crops are required for growth of agriculture‐based industries. Deep Learning (DL) techniques have led to remarkable achievements in image classification and recognition. However, DL networks rely heavily on large data sets to prevent overfitting. Image augmentation is one of the DL techniques gaining attention in avoiding...