Image processing technique is used in the field of agriculture, They present the use of image analysis based techniques for detection of possible changes in rice leaves indicating deficiency in the balance of mineral levels in rice fields, which is a useful feature for texture image classification using Multilayer perceptrons (MLP) to identify effective features for its grain and a quantitative analysis of the results shows that 88.56% of the pixels are correctly classified