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Embrapa Wine Grape Instance Segmentation Dataset – Embrapa WGISD

Thiago Santos; de Souza, Leonardo; dos Santos Andreza; Avila, Sandra


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{
  "inLanguage": {
    "alternateName": "eng", 
    "@type": "Language", 
    "name": "English"
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  "description": "<p><strong>Embrapa Wine Grape Instance Segmentation Dataset &ndash; Embrapa WGISD</strong></p>\n\n<p>For a detailed description of this dataset, following the <em>datasheet for the datasets</em> recommendation proposed by <a href=\"https://arxiv.org/abs/1803.09010\">Gebru et al.</a>, check the <strong>README.md</strong> file.</p>\n\n<p><strong>Motivation for Dataset Creation</strong></p>\n\n<p><em>Why was the dataset created?</em></p>\n\n<p>Embrapa WGISD (<em>Wine Grape Instance Segmentation Dataset</em>) was created to provide images and annotation to study <em>object detection and instance segmentation</em> for image-based monitoring and field robotics in viticulture. It provides instances from five different grape varieties taken on field. These instances shows variance in grape pose,<br>\nillumination and focus, including genetic and phenological variations such as shape, color and compactness.</p>\n\n<p><em>What (other) tasks could the dataset be used for?</em></p>\n\n<p>Possible uses include relaxations of the instance segmentation problem: classification (Is a grape in the image?), semantic segmentation (What are the &quot;grape pixels&quot; in the image?), and object detection (Where are the grapes in the image?). The WGISD can also be used in grape variety identification.</p>\n\n<p>&nbsp;</p>", 
  "license": "https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode", 
  "creator": [
    {
      "affiliation": "Embrapa Agricultural Informatics", 
      "@id": "https://orcid.org/0000-0002-9272-3403", 
      "@type": "Person", 
      "name": "Thiago Santos"
    }, 
    {
      "affiliation": "University of Campinas", 
      "@type": "Person", 
      "name": "de Souza, Leonardo"
    }, 
    {
      "@type": "Person", 
      "name": "dos Santos Andreza"
    }, 
    {
      "affiliation": "University of Campinas", 
      "@id": "https://orcid.org/0000-0001-9068-938X", 
      "@type": "Person", 
      "name": "Avila, Sandra"
    }
  ], 
  "url": "https://zenodo.org/record/3361736", 
  "datePublished": "2019-07-26", 
  "version": "1.0.0", 
  "keywords": [
    "instance segmentation", 
    "object detection", 
    "viticulture", 
    "agriculture"
  ], 
  "@context": "https://schema.org/", 
  "distribution": [
    {
      "contentUrl": "https://zenodo.org/api/files/832c0464-6714-4531-be9b-c53115b28256/thsant/wgisd-1.0.0.zip", 
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      "@type": "DataDownload"
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  "identifier": "https://doi.org/10.5281/zenodo.3361736", 
  "@id": "https://doi.org/10.5281/zenodo.3361736", 
  "@type": "Dataset", 
  "name": "Embrapa Wine Grape Instance Segmentation Dataset \u2013 Embrapa WGISD"
}
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