数集仓DATAHUB登录 / 注册
← 返回数据集列表
农业 / 待核查

植物叶片病害分类数据集（五种作物增强版）

见 README_中文.md。

数据规模65307 张图像
文件格式JPG 图片
文件大小下载压缩包约 874.2 MB

数据预览

植物叶片病害分类数据集（五种作物增强版） 样本 1
植物叶片病害分类数据集（五种作物增强版） 样本 2
植物叶片病害分类数据集（五种作物增强版） 样本 3
植物叶片病害分类数据集（五种作物增强版） 样本 4
植物叶片病害分类数据集（五种作物增强版） 样本 5
植物叶片病害分类数据集（五种作物增强版） 样本 6

数据交付

本条目提供数据和数据说明，暂未提供可运行教学案例。需要自行完成建模或实验。

数据集介绍

【数据集名称】植物叶片病害分类数据集（五种作物增强版） 【门类归属】植物与农业 / 病害识别 【数据类型与任务】图像；待核查 【数据规模】65307 张图像 【文件格式】JPG 图片 【压缩包大小】下载压缩包约 874.2 MB 【数据划分】已划分 —— PlantVillage Dataset (Labeled)/Color Images（Apple___Apple_scab×618、Apple___Black_rot×621、Apple___Cedar_apple_rust×275、Apple___healthy×600、Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot×513、Corn_(maize)___Common_rust_×1186、Corn_(maize)___Northern_Leaf_Blight×978、Corn_(maize)___healthy×1162、Grape___Black_rot×1179、Grape___Esca_(Black_Measles)×399、Grape___Leaf_blight_(Isariopsis_Leaf_Spot)×1076、Grape___healthy×423、Potato___Early_blight×962、Potato___Late_blight×1000、Tomato___Bacterial_spot×1322、Tomato___Late_blight×1799、Tomato___Septoria_leaf_spot×200、Tomato___Target_Spot×1402、Tomato___Tomato_mosaic_virus×200）；PlantVillage Dataset (Labeled)/Grayscale Images（Apple___Apple_scab×624、Apple___Black_rot×621、Apple___Cedar_apple_rust×275、Apple___healthy×1643、Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot×200、Corn_(maize)___Common_rust_×1190、Corn_(maize)___Northern_Leaf_Blight×400、Corn_(maize)___healthy×1159、Grape___Black_rot×1179、Grape___Esca_(Black_Measles)×1376、Grape___Leaf_blight_(Isariopsis_Leaf_Spot)×1072、Grape___healthy×396、Potato___Early_blight×995、Potato___Late_blight×977、Potato___healthy×152、Tomato___Bacterial_spot×2132、Tomato___Early_blight×200、Tomato___Late_blight×1907、Tomato___Leaf_Mold×945、Tomato___Septoria_leaf_spot×400、Tomato___Spider_mites Two-spotted_spider_mite×1477、Tomato___Target_Spot×1400、Tomato___Tomato_Yellow_Leaf_Curl_Virus×4367、Tomato___Tomato_mosaic_virus×371、Tomato___healthy×1565）；PlantVillage Dataset (Labeled)/Individual Images/Apple（Apple___Apple_scab×200、Apple___Black_rot×199、Apple___Cedar_apple_rust×200、Apple___healthy×200）；PlantVillage Dataset (Labeled)/Individual Images/Corn（Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot×197、Corn_(maize)___Common_rust_×195、Corn_(maize)___Northern_Leaf_Blight×199、Corn_(maize)___healthy×197）；PlantVillage Dataset (Labeled)/Individual Images/Grape（Grape___Black_rot×200、Grape___Esca_(Black_Measles)×198、Grape___Leaf_blight_(Isariopsis_Leaf_Spot)×200、Grape___healthy×200）；PlantVillage Dataset (Labeled)/Individual Images/Potato（Potato___Early_blight×200、Potato___Late_blight×199、Potato___healthy×149）；PlantVillage Dataset (Labeled)/Individual Images/Tomato（Tomato___Bacterial_spot×200、Tomato___Early_blight×197、Tomato___Late_blight×199、Tomato___Septoria_leaf_spot×200、Tomato___Spider_mites Two-spotted_spider_mite×200、Tomato___Target_Spot×199、Tomato___Tomato_Yellow_Leaf_Curl_Virus×200、Tomato___Tomato_mosaic_virus×199）；PlantVillage Dataset (Labeled)/Segmented Images（Apple___Apple_scab×628、Apple___Black_rot×621、Apple___Cedar_apple_rust×275、Apple___healthy×1651、Corn_(maize)___Common_rust_×1191、Corn_(maize)___Northern_Leaf_Blight×992、Corn_(maize)___healthy×1161、Grape___Esca_(Black_Measles)×1349、Potato___Early_blight×997、Potato___Late_blight×953、Potato___healthy×151、Tomato___Bacterial_spot×2119、Tomato___Late_blight×572、Tomato___Leaf_Mold×948、Tomato___Spider_mites Two-spotted_spider_mite×1672、Tomato___Tomato_Yellow_Leaf_Curl_Virus×600、Tomato___Tomato_mosaic_virus×373、Tomato___healthy×1589）。 【标签或字段】有标签：每张图像存放在以类别名命名的文件夹里，文件夹名就是这张图的类别；完整的字段与类别说明见压缩包内的数据字典文件 data-dictionary.csv。 【类型关键参数】图像尺寸不统一：随机抽取 80 张实测，宽度 256~256 像素、高度 256~256 像素。标注方式：每张图片所在文件夹的名字就是它的类别，不需要额外的标注文件。 【目录结构】 plantvillage-dataset-labeled.zip（解压后） ├── PlantVillage Dataset (Labeled)/Color Images/Apple___Apple_scab/ —— .jpg×618 ├── PlantVillage Dataset (Labeled)/Color Images/Apple___Black_rot/ —— .jpg×621 ├── PlantVillage Dataset (Labeled)/Color Images/Apple___Cedar_apple_rust/ —— .jpg×275 ├── PlantVillage Dataset (Labeled)/Color Images/Apple___healthy/ —— .jpg×600 ├── PlantVillage Dataset (Labeled)/Color Images/Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot/ —— .jpg×513 ├── PlantVillage Dataset (Labeled)/Color Images/Corn_(maize)___Common_rust_/ —— .jpg×1186 └── …… 共 85 个子目录（完整清单见 file-manifest.csv） 【怎么使用】 图片已经按类别分好了文件夹，文件夹的名字就是图片的类别，不需要额外的标注文件。做深度学习的话，用 PyTorch 两行代码就能全部读入： from torchvision.datasets import ImageFolder PlantVillage_Dataset_Labeled_Color_Images = ImageFolder("PlantVillage Dataset (Labeled)/Color Images") # Apple___Apple_scab×618、Apple___Black_rot×621、Apple___Cedar_apple_rust×275、Apple___healthy×600、Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot×513、Corn_(maize)___Common_rust_×1186、Corn_(maize)___Northern_Leaf_Blight×978、Corn_(maize)___healthy×1162、Grape___Black_rot×1179、Grape___Esca_(Black_Measles)×399、Grape___Leaf_blight_(Isariopsis_Leaf_Spot)×1076、Grape___healthy×423、Potato___Early_blight×962、Potato___Late_blight×1000、Tomato___Bacterial_spot×1322、Tomato___Late_blight×1799、Tomato___Septoria_leaf_spot×200、Tomato___Target_Spot×1402、Tomato___Tomato_mosaic_virus×200 PlantVillage_Dataset_Labeled_Grayscale_Images = ImageFolder("PlantVillage Dataset (Labeled)/Grayscale Images") # Apple___Apple_scab×624、Apple___Black_rot×621、Apple___Cedar_apple_rust×275、Apple___healthy×1643、Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot×200、Corn_(maize)___Common_rust_×1190、Corn_(maize)___Northern_Leaf_Blight×400、Corn_(maize)___healthy×1159、Grape___Black_rot×1179、Grape___Esca_(Black_Measles)×1376、Grape___Leaf_blight_(Isariopsis_Leaf_Spot)×1072、Grape___healthy×396、Potato___Early_blight×995、Potato___Late_blight×977、Potato___healthy×152、Tomato___Bacterial_spot×2132、Tomato___Early_blight×200、Tomato___Late_blight×1907、Tomato___Leaf_Mold×945、Tomato___Septoria_leaf_spot×400、Tomato___Spider_mites Two-spotted_spider_mite×1477、Tomato___Target_Spot×1400、Tomato___Tomato_Yellow_Leaf_Curl_Virus×4367、Tomato___Tomato_mosaic_virus×371、Tomato___healthy×1565 PlantVillage_Dataset_Labeled_Individual_Images_Apple = ImageFolder("PlantVillage Dataset (Labeled)/Individual Images/Apple") # Apple___Apple_scab×200、Apple___Black_rot×199、Apple___Cedar_apple_rust×200、Apple___healthy×200 PlantVillage_Dataset_Labeled_Individual_Images_Corn = ImageFolder("PlantVillage Dataset (Labeled)/Individual Images/Corn") # Corn_(maize)___Cercospora_leaf_spot Gray_leaf_spot×197、Corn_(maize)___Common_rust_×195、Corn_(maize)___Northern_Leaf_Blight×199、Corn_(maize)___healthy×197 PlantVillage_Dataset_Labeled_Individual_Images_Grape = ImageFolder("PlantVillage Dataset (Labeled)/Individual Images/Grape") # Grape___Black_rot×200、Grape___Esca_(Black_Measles)×198、Grape___Leaf_blight_(Isariopsis_Leaf_Spot)×200、Grape___healthy×200 PlantVillage_Dataset_Labeled_Individual_Images_Potato = ImageFolder("PlantVillage Dataset (Labeled)/Individual Images/Potato") # Potato___Early_blight×200、Potato___Late_blight×199、Potato___healthy×149 PlantVillage_Dataset_Labeled_Individual_Images_Tomato = ImageFolder("PlantVillage Dataset (Labeled)/Individual Images/Tomato") # Tomato___Bacterial_spot×200、Tomato___Early_blight×197、Tomato___Late_blight×199、Tomato___Septoria_leaf_spot×200、Tomato___Spider_mites Two-spotted_spider_mite×200、Tomato___Target_Spot×199、Tomato___Tomato_Yellow_Leaf_Curl_Virus×200、Tomato___Tomato_mosaic_virus×199 PlantVillage_Dataset_Labeled_Segmented_Images = ImageFolder("PlantVillage Dataset (Labeled)/Segmented Images") # Apple___Apple_scab×628、Apple___Black_rot×621、Apple___Cedar_apple_rust×275、Apple___healthy×1651、Corn_(maize)___Common_rust_×1191、Corn_(maize)___Northern_Leaf_Blight×992、Corn_(maize)___healthy×1161、Grape___Esca_(Black_Measles)×1349、Potato___Early_blight×997、Potato___Late_blight×953、Potato___healthy×151、Tomato___Bacterial_spot×2119、Tomato___Late_blight×572、Tomato___Leaf_Mold×948、Tomato___Spider_mites Two-spotted_spider_mite×1672、Tomato___Tomato_Yellow_Leaf_Curl_Virus×600、Tomato___Tomato_mosaic_virus×373、Tomato___healthy×1589 每个类别有多少张图片，见压缩包内的 file-manifest.csv。 【数据体检结果】 · 数据体检未发现问题，可放心使用。

整理与使用信息

原作者soumiknafiul

本站处理内容

本站已完成的工作： 1. 中文名称与用途说明整理（对照原站信息逐项核对）； 2. 全量文件清点与 SHA256 校验（file-manifest.csv，可溯源）； 3. 自动质检报告（quality-report.json：结构、编码、重复、标注一致性等）； 4. 数据字典整理（data-dictionary.csv，字段/类别中英对照）； 5. 预览样例抽取（preview/，供购买前判断内容）。

中文整理说明

门类：植物与农业 / 病害识别（依据《数据集中文分类体系》） 中文命名：植物叶片病害分类数据集（五种作物增强版）（原始名称 soumiknafiul/plantvillage-dataset-labeled） 已知问题：自动检查未发现问题（详见 quality-report.json） 配套文档：简明说明.md、README_中文.md、数据字典、文件清单、质检报告、预览样例（均随网盘下载包提供）。