农林牧副渔行业最受欢迎100+计算机视觉数据集

作者

合集：行业AI数据集精选

精选农林牧副渔行业（大农业领域）最受欢迎100+计算机视觉数据集，这些数据集来自具有重要影响力的学会、会议、数据库、期刊、国内外AI竞赛组织方、Github和Kaggle等数据集托管方。

一、组织机构

以下是农林牧副渔行业中具有重要影响力的数据库、学会、会议和期刊。

1、国内外权威数据库
中文名称英文缩写英文全称简介数据集官网URL
粮农组织统计数据库FAOSTATFood and Agriculture Organization Statistical Databasehttps://www.fao.org/faostat/
世界银行开放数据–World Bank Open Datahttps://data.worldbank.org/
NASA 地球数据NASA EarthDataNASA EarthDatahttps://www.earthdata.nasa.gov/
植物村庄数据集PlantVillagePlantVillage Datasethttps://github.com/spMohanty/PlantVillage-Dataset
作物收获数据集CropHarvestCropHarvest Datasethttps://github.com/nasaharvest/cropharvest
国家农业科学数据中心–National Agricultural Science Data Centerhttp://www.agridata.cn/
中国土壤数据库–China Soil Databasehttp://vdb3.soil.csdb.cn/
中国气象数据网–China Meteorological Data Service Centerhttp://data.cma.cn/
2、学会
中文名称英文缩写英文全称简介官网URL
美国农学会ASAAmerican Society of Agronomyhttps://www.agronomy.org/
美国作物科学学会CSSACrop Science Society of Americahttps://www.crops.org/
美国土壤科学学会SSSASoil Science Society of Americahttps://www.soils.org/
IEEE 地球科学与遥感学会IEEE GRSSIEEE Geoscience and Remote Sensing Societyhttps://www.grss-ieee.org/
国际农业科学院IAAInternational Academy of Agriculturehttps://www.iaa-agri.org/
中国农学会CAAChinese Association of Agricultural Science Societieshttp://www.caass.org.cn/
中国林学会CSFChinese Society of Forestryhttp://www.csf.org.cn/
中国水产学会CSFChina Society of Fisherieshttp://www.csfish.org.cn/
中国畜牧兽医学会CSASVChinese Association of Animal Science and Veterinary Medicinehttp://www.caav.org.cn/
3、顶级会议
中文名称英文缩写英文全称简介官网URL
国际地球科学与遥感研讨会IGARSSInternational Geoscience and Remote Sensing Symposiumhttps://www.igarss.org/
农光互补世界大会–AgriVoltaics World Conferencehttps://www.agrivoltaics-conference.org/
国际精准农业会议ICPAInternational Conference on Precision Agriculturehttps://www.ispag.org/ICPA
4、期刊
中文名称英文缩写英文全称简介官网URL
自然食品–Nature Foodhttps://www.nature.com/natfood/
自然植物–Nature Plantshttps://www.nature.com/nplants/
全球变化生物学–Global Change Biologyhttps://onlinelibrary.wiley.com/journal/13652486
农业与森林气象学–Agricultural and Forest Meteorologyhttps://www.sciencedirect.com/journal/agricultural-and-forest-meteorology
田间作物研究–Field Crops Researchhttps://www.sciencedirect.com/journal/field-crops-research
农业中的计算机与电子学–Computers and Electronics in Agriculturehttps://www.sciencedirect.com/journal/computers-and-electronics-in-agriculture
环境遥感RSERemote Sensing of Environmenthttps://www.sciencedirect.com/journal/remote-sensing-of-environment
ISPRS 摄影测量与遥感杂志–ISPRS Journal of Photogrammetry and Remote Sensinghttps://www.sciencedirect.com/journal/isprs-journal-of-photogrammetry-and-remote-sensing
作物学报–The Crop Journalhttps://www.sciencedirect.com/journal/the-crop-journal
中国农业科学–Scientia Agricultura Sinicahttp://www.chinaagrisci.com/
农业工程学报–Transactions of the Chinese Society of Agricultural Engineeringhttp://www.tcsae.org/
林业科学–Scientia Silvae Sinicaehttp://www.linyekexue.net/
水产学报–Journal of Fisheries of Chinahttps://www.china-fishery.com/

二、数据集明细

A、国内外权威数据库 (6个)

1. cropharvest
  • 星标数: ⭐ 228
  • 简介: 开源遥感数据集与基准测试
  • 主题: 未提供
  • 协议: Creative Commons Attribution Share Alike 4.0 International 所有者: nasaharvest
  • 链接: https://github.com/nasaharvest/cropharvest
2. PlantVillage Dataset (Labeled)
3. PlantVillage for object detection YOLO
4. Potato Disease Data | PlantVillage
5. PlantVillage
  • 星标数: ⭐ 17
  • 简介: 植物病害叶片图像及对应标签数据集
  • 主题: agriculture, computer vision, image, multiclass classification, image classification
  • 协议: CC0: Public Domain 所有者: Moaz Eldsouky
  • 链接: https://kaggle.com/datasets/moazeldsokyx/plantvillage
6. PlantVillage-Dataset

B、其他数据集资源 (100个)

1. Date Fruit Datasets
  • 星标数: ⭐ 2,175
  • 简介: 7个品种；巴尔希、德格莱特努尔、苏卡里、罗塔布莫扎法蒂、鲁萨纳、萨法维、萨盖
  • 主题: earth and nature, agriculture, computer vision, classification, deep learning
  • 协议: CC0: Public Domain 所有者: Murat KOKLU
  • 链接: https://kaggle.com/datasets/muratkokludataset/date-fruit-datasets
2. Rice Image Dataset
  • 星标数: ⭐ 1,982
  • 简介: 五种不同的大米图像数据集。包括阿博里奥米、巴斯马蒂米、伊普萨拉米、茉莉香米和卡拉卡达格米。
  • 主题: agriculture, computer science, computer vision, cnn, image
  • 协议: CC0: Public Domain 所有者: Murat KOKLU
  • 链接: https://kaggle.com/datasets/muratkokludataset/rice-image-dataset
3. Pistachio Image Dataset
4. Grapevine Leaves Image Dataset
5. Pumpkin Seeds Dataset
6. Pistachio Dataset
  • 星标数: ⭐ 1,510
  • 简介: 开心果数据集；2个类别 – 基尔米兹开心果和西尔特开心果，包含16个和28个特征
  • 主题: agriculture, computer vision, classification, image, binary classification
  • 协议: CC0: Public Domain 所有者: Murat KOKLU
  • 链接: https://kaggle.com/datasets/muratkokludataset/pistachio-dataset
7. Dry Bean Dataset
  • 星标数: ⭐ 1,505
  • 简介: 7 – 类别：塞克尔、巴邦亚、孟买、卡利、德尔莫桑、霍罗兹和西拉
  • 主题: agriculture, computer science, computer vision, classification, clustering
  • 协议: CC0: Public Domain 所有者: Murat KOKLU
  • 链接: https://kaggle.com/datasets/muratkokludataset/dry-bean-dataset
8. Raisin Dataset
  • 星标数: ⭐ 1,499
  • 简介: 葡萄干数据集；2个类别：Kecimen葡萄干和Besni葡萄干
  • 主题: earth and nature, agriculture, computer science, computer vision, classification
  • 协议: CC0: Public Domain 所有者: Murat KOKLU
  • 链接: https://kaggle.com/datasets/muratkokludataset/raisin-dataset
9. Durum Wheat Dataset
10. Rice MSC Dataset
  • 星标数: ⭐ 1,469
  • 简介: 五种不同的稻米多光谱数据集。包括阿博里奥、巴斯马蒂、伊普萨拉、茉莉香米和卡拉卡达格品种。
  • 主题: categorical, earth and nature, agriculture, computer science, computer vision
  • 协议: CC0: Public Domain 所有者: Murat KOKLU
  • 链接: https://kaggle.com/datasets/muratkokludataset/rice-msc-dataset
11. Ships in Satellite Imagery
12. Animal Image Dataset (90 Different Animals)
13. AgML
  • 星标数: ⭐ 270
  • 简介: AgML是一个面向农业机器学习的集中式框架。该平台不仅提供公共农业数据集，支持常见农业深度学习任务，并配备标准化基准测试与预训练模型，还具备生成合成数据及标注的功能。
  • 主题: agriculture, computer-vision, dataset, deep-learning, image-classification
  • 协议: Apache License 2.0 所有者: Project-AgML
  • 链接: https://github.com/Project-AgML/AgML
14. Corn or Maize Leaf Disease Dataset
15. Agriculture-Vision
  • 星标数: ⭐ 252
  • 简介: [CVPR 2020 & 2021 & 2022 & 2023] 农业视觉数据集、竞赛与研讨会：携手众多杰出合作者，共同推动农业与计算机视觉/人工智能领域的融合，造福人类！
  • 主题: 未提供
  • 协议: 未提供 所有者: SHI-Labs
  • 链接: https://github.com/SHI-Labs/Agriculture-Vision
16. Extended-Agriculture-Vision-Dataset
  • 星标数: ⭐ 245
  • 简介: 扩展版农业视觉数据集：作为农业视觉项目的持续努力，我们与杰出合作者携手，旨在将农业与计算机视觉/人工智能领域紧密结合，共同造福人类！
  • 主题: 未提供
  • 协议: 未提供 所有者: jingwu6
  • 链接: https://github.com/jingwu6/Extended-Agriculture-Vision-Dataset
17. Recyclable and Household Waste Classification
18. MangoLeaf
  • 星标数: ⭐ 163
  • 简介: 孟加拉芒果叶
  • 主题: plants, deep learning, image classification
  • 协议: Attribution-NonCommercial-ShareAlike 3.0 IGO (CC BY-NC-SA 3.0 IGO) 所有者: Mir Tahmid
  • 链接: https://kaggle.com/datasets/tahmidmir/mangoleaf
19. 38-Cloud: Cloud Segmentation in Satellite Images
20. dataset
  • 星标数: ⭐ 157
  • 简介: 作物/杂草田间图像数据集
  • 主题: agriculture, annotations, classification, crop, dataset
  • 协议: 未提供 所有者: cwfid
  • 链接: https://github.com/cwfid/dataset
21. DeepGlobe Land Cover Classification Dataset
22. Cattle Weight Detection Model + Dataset (12k~)
23. crop and weed detection data with bounding boxes
24. Rice Leafs
25. Plastic – Paper – Garbage Bag Synthetic Images
26. Cassava Leaf Disease Merged
27. Agricultural crops image classification
28. Forest Fire
29. Plant Disease Expert
30. Mango🥭 Leaf🍃🍂 Disease Dataset
31. Tomato Detection
32. EuroSat Dataset
  • 星标数: ⭐ 109
  • 简介: 数据集包含来自哨兵2号的所有RGB和波段图像。
  • 主题: earth and nature, artificial intelligence, geospatial analysis, computer vision, deep learning
  • 协议: CC0: Public Domain 所有者: Gotam Dahiya
  • 链接: https://kaggle.com/datasets/apollo2506/eurosat-dataset
33. GrassClover Dataset
34. Plants Type Datasets
  • 星标数: ⭐ 104
  • 简介: 探索全面的植物物种数据集合，以供研究和分析之用。
  • 主题: earth and nature, biology, computer vision, deep learning, multiclass classification
  • 协议: Data files © Original Authors 所有者: Yudha Islami Sulistya
  • 链接: https://kaggle.com/datasets/yudhaislamisulistya/plants-type-datasets
35. Muffin vs chihuahua
36. Crop Pest and Disease Detection
37. SH17 Dataset for PPE Detection
38. Plant Disease Classification Merged Dataset
39. Ships/Vessels in Aerial Images
40. Plant Leaf Diseases Training Dataset
41. Fruit and Vegetable Disease (Healthy vs Rotten)
42. Corn Leaf Infection Dataset
43. The wildfire dataset
  • 星标数: ⭐ 88
  • 简介: 利用野火数据集提升基于深度学习的森林火灾检测能力
  • 主题: universities and colleges, business, forestry, artificial intelligence, computer vision
  • 协议: Attribution 4.0 International (CC BY 4.0) 所有者: Ismail El madafri
  • 链接: https://kaggle.com/datasets/elmadafri/the-wildfire-dataset
44. Aerial Landscape Images
45. Tomato Leaf Diseases Detection Computer Vision
46. Tomato Disease Multiple Sources
47. Forest Aerial Images for Segmentation
48. Plant Leaves for Image Classification
49. 🌱 Crop Diseases Classification
50. Fruit Freshness Classification (Fresh vs Rotten)
51. Plants Classification
52. 🌱 House Plant Species 🌱
53. PlantifyDr Dataset
54. Wheat Leaf dataset
55. Plastic and Paper Cups Synthetic Image Dataset
56. Kashmiri Apple Plant Disease Dataset
  • 星标数: ⭐ 72
  • 简介: 克什米尔苹果植物病害数据集，用于实施我们的D-KAP网络。
  • 主题: biology, computer science, computer vision, image, tensorflow
  • 协议: Database: Open Database, Contents: Database Contents 所有者: Himanshu Sharma
  • 链接: https://kaggle.com/datasets/hsmcaju/d-kap
57. USFS Forest Inventory and Analysis (FIA) Program
  • 星标数: ⭐ 70
  • 简介: 美国林务局森林资源清查与分析（FIA）项目数据（BigQuery数据集）
  • 主题: environment, government, forestry
  • 协议: CC0: Public Domain 所有者: U.S. Forest Service
  • 链接: https://kaggle.com/datasets/usforestservice/usfs-fia
58. Military Aircraft Recognition dataset
59. New Bangladeshi Crop Disease
60. Sugarcane Leaf Disease Dataset
61. Dangerous Farm Insects Dataset
62. Wheat Plant Diseases
63. 🌱 Potato Plant Diseases Data 🍂
64. Strawberry Disease Detection Dataset
65. WikiArt Art Movements/Styles
66. 🥫Tin and Steel Cans Synthetic Image Dataset
67. Microplastic Dataset for Computer Vision
68. Soil Types
69. Insects
70. Allergic-Fruit | Computer Vision 💻
71. Indian Bovine breeds
72. Meat Quality Assessment Dataset
73. Fruits Dataset for Classification
74. WeedCrop Image Dataset
75. Plant Disease Detection
76. Fruit Classification Dataset
77. 95-Cloud: Cloud Segmentation on Satellite Images
78. Egyptian Plant Leaf Image Dataset (EgyPLI)
79. 🦎 PANGOLINS – endangered species
  • 星标数: ⭐ 52
  • 简介: 穿山甲，这一濒危物种的珍贵影像。
  • 主题: biology, animals, computer vision, classification, image
  • 协议: CC0: Public Domain 所有者: Mustanger
  • 链接: https://kaggle.com/datasets/eisgandar/pangolins
80. Plants and Crops Image Dataset For Agriculture
81. Deforestation in Ukraine from Sentinel2 data
82. Horse2zebra Dataset
83. 20k+ Multi-Class Crop Disease Images
84. Healthy vs. Diseased Leaf Image Dataset
85. Cassava Leaf Disease Classification
86. Rice Disease Dataset
87. Cassava Leaf Disease TFRecords 512×512
88. Date Fruit Datasets
  • 星标数: ⭐ 42
  • 简介: 7个品种 – 巴尔希、德格莱特努尔、苏卡里、罗塔布莫扎法蒂、鲁塔纳、萨法维、萨盖
  • 主题: earth and nature, computer vision, deep learning, image, food
  • 协议: CC BY-NC-SA 4.0 所有者: Aman Chauhan
  • 链接: https://kaggle.com/datasets/whenamancodes/date-fruit-datasets
89. Full Descriptions of 900 Flowers [Flower Database]
90. Forest Fire Images
91. Rice Leaf Disease Images
92. PinotNoirGrapes
93. Rice Plant diseases dataset
94. RealWaste Image Classification
  • 星标数: ⭐ 36
  • 简介: 在真实垃圾填埋场环境中收集的9大类材料废弃物。
  • 主题: environment, pollution, business, energy, image
  • 协议: Attribution 4.0 International (CC BY 4.0) 所有者: Joakim Arvidsson
  • 链接: https://kaggle.com/datasets/joebeachcapital/realwaste
95. Freshwater Fish Disease Aquaculture in south asia
96. aerial-imagery-for-roof-segmentation
97. AgroPest-12: Image Dataset for Crop Pest Detection
98. Five Crop Diseases Dataset
99. Chili Plant Dataset HUSD BD
100. OLID I
  • 星标数: ⭐ 31
  • 简介: 孟加拉国主要作物开放叶片图像数据集
  • 主题: plants, artificial intelligence, computer vision, multilabel classification, image classification
  • 协议: Attribution 4.0 International (CC BY 4.0) 所有者: RAIA.one
  • 链接: https://kaggle.com/datasets/raiaone/olid-i

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