Potato Disease Recognition Dataset

1. Potatoes provide nutrition, along with rice and wheat. Additionally, potatoes are easily digestible as a food. Potatoes contain a good amount of dietary energy. Moreover, they also contain vitamins and mineral salts. Potatoes can be used to prepare various delicious dishes, including sweets, semai, and various types of bhartas. In addition to eating curry, housewives and girls can benefit financially by processing and selling chips. 2. Potato is the most popular vegetable among Indians. Its role in food and nutrition is unparalleled. Due to the widespread cultivation and use of potatoes in the past year, there has been an increase in potato production. Potatoes are susceptible to various diseases at different times. Among them, some notable diseases have been discussed in this potato dataset. 3. Diseases in crops pose a significant challenge to agricultural production, impacting the quality and productivity of the crops. Due to environmental factors, diseases in crops can have adverse effects on both yield and quality. For instance, potato diseases can negatively impact the yield and quality of potatoes, leading to significant economic losses for farmers. Traditional methods of identifying and managing crop diseases are often time-consuming, labor-intensive, inefficient, and subjective. 4. Such classification and identification tasks have been a promising area for computer vision in recent years. 5. A large dataset of five different potato classes—Healthy Potato, Blackspot Bruising Disease, Soft Rot Disease, Brown Rot Disease, and Dry Rot Disease—is shown in order to create machine vision-based algorithms. 6. In this dataset, there are 495 original images of potatoes. Then, in order to increase the number of data points, shifting, flipping, zooming, shearing, brightness enhancement, and rotation techniques are used to create a total of 3465 augmented images from these original images.1. 与稻米、小麦一样，马铃薯可为人体提供充足营养。作为食材，马铃薯易于消化，富含膳食能量，同时含有多种维生素与无机盐。其可用于烹制多款美味佳肴，涵盖甜品、细面（semai）以及各类 bharta 料理；除常规餐食制作外，家庭主妇与女性从业者还可通过加工并售卖薯片获得经济收益。 2. 马铃薯是印度民众最受欢迎的蔬菜，在食品与营养供给领域的作用无可比拟。过去一年间，随着马铃薯的广泛种植与应用，其产量实现增长。但马铃薯在不同生长阶段易受多种病害侵扰，本马铃薯数据集已针对其中若干典型病害进行探讨。 3. 作物病害对农业生产构成严峻挑战，直接影响作物的品质与生产效率。受环境因素影响，作物病害会同时对作物产量与品质产生负面影响。以马铃薯为例，其病害会降低马铃薯的产量与品质，给种植户带来显著的经济损失。传统的作物病害识别与防治方法往往耗时耗力、效率低下且带有主观性。 4. 近年来，此类分类与识别任务已成为计算机视觉领域极具发展前景的研究方向。 5. 为构建基于机器视觉的算法，本数据集涵盖五大类马铃薯样本：健康马铃薯（Healthy Potato）、黑斑挫伤病（Blackspot Bruising Disease）、软腐病（Soft Rot Disease）、褐腐病（Brown Rot Disease）以及干腐病（Dry Rot Disease）。 6. 本数据集初始包含495张马铃薯原始图像。为扩充样本规模，研究人员通过平移、翻转、缩放、剪切、亮度增强以及旋转等数据增强技术，从原始图像中生成共计3465张增强图像。