Skip to main content
U.S. flag

An official website of the United States government

This site is currently in beta, and your feedback is helping shape its ongoing development.

Return to search results

Data and code from: AI-based image profiling and detection for the beetle byte quintet using Vision Transformer (ViT) in advanced stored product infestation monitoring

Published by Agricultural Research Service | Department of Agriculture | Metadata Last Checked: January 27, 2026 | Last Modified: 2025-11-20
Managing beetles that infest stored products is crucial for reducing losses in harvest supply chains and improving food security and safety. Successful pest management programs require effective and timely monitoring programs, but traditional methods for detecting pests are time- and labor-intensive and require taxonomic expertise. New, automated methods using computer vision have the potential to improve accuracy and speed of detection, but often struggle to differentiate between beetle species, which tend to be small and morphologically similar. Our research centers on five economically significant beetle species, referred to as the 'Beetle Byte Quintet,' and proposes a novel methodology leveraging Vision Transformers (ViT) to enhance the precision and robustness of their classification. The method involves using an image profiling technique to capture morphological characteristics like body shape, color and exoskeleton structures that are key for distinguishing between species. By utilizing this species profiling, the ViT model achieved an accuracy rate of over 99.34% during training and 96.57% during testing. These findings highlight the model’s ability to generalize and maintain precision with new unseen data surpassing traditional computer vision algorithms significantly. The integration of ViT can help enable real time monitoring and is adaptable to a range of pest monitoring solutions for large scale storage settings which addresses the complexities of environments. This AI driven approach not only simplifies species identification but also promotes accurate and targeted pest control practices leading to reduced economic losses and improved food security.A subsample of images used in the model are included here for Rhyzopertha dominica (lesser grain borer), Sitophilus zeamais (maize weevil), Tribolium castaneum (red flour beetle), Cryptolestes ferrugineus (rusty grain beetle), and Oryzaephilus surinamensis (sawtoothed grain beetle). Custom MatLab code and a data descriptor README are also included.

Find Related Datasets

Click any tag below to search for similar datasets

Complete Metadata
@type dcat:Dataset
accessLevel public
accrualPeriodicity irregular
bureauCode 
                                            [
  "005:18"
]
contactPoint 
                                            {
  "fn": "Gerken, Alison R.",
  "hasEmail": "mailto:alison.gerken@usda.gov"
}
description <p dir="ltr">Managing beetles that infest stored products is crucial for reducing losses in harvest supply chains and improving food security and safety. Successful pest management programs require effective and timely monitoring programs, but traditional methods for detecting pests are time- and labor-intensive and require taxonomic expertise. New, automated methods using computer vision have the potential to improve accuracy and speed of detection, but often struggle to differentiate between beetle species, which tend to be small and morphologically similar. Our research centers on five economically significant beetle species, referred to as the 'Beetle Byte Quintet,' and proposes a novel methodology leveraging Vision Transformers (ViT) to enhance the precision and robustness of their classification. The method involves using an image profiling technique to capture morphological characteristics like body shape, color and exoskeleton structures that are key for distinguishing between species. By utilizing this species profiling, the ViT model achieved an accuracy rate of over 99.34% during training and 96.57% during testing. These findings highlight the model’s ability to generalize and maintain precision with new unseen data surpassing traditional computer vision algorithms significantly. The integration of ViT can help enable real time monitoring and is adaptable to a range of pest monitoring solutions for large scale storage settings which addresses the complexities of environments. This AI driven approach not only simplifies species identification but also promotes accurate and targeted pest control practices leading to reduced economic losses and improved food security.</p><p dir="ltr">A subsample of images used in the model are included here for <i>Rhyzopertha dominica</i> (lesser grain borer), <i>Sitophilus zeamais</i> (maize weevil), <i>Tribolium castaneum</i> (red flour beetle), <i>Cryptolestes ferrugineus</i> (rusty grain beetle), and <i>Oryzaephilus surinamensis</i> (sawtoothed grain beetle). Custom MatLab code and a data descriptor README are also included.</p>
distribution 
                                            [
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160129"
  },
  {
    "@type": "dcat:Distribution",
    "title": "11.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160132"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160135"
  },
  {
    "@type": "dcat:Distribution",
    "title": "18.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160138"
  },
  {
    "@type": "dcat:Distribution",
    "title": "16.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160141"
  },
  {
    "@type": "dcat:Distribution",
    "title": "13.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160144"
  },
  {
    "@type": "dcat:Distribution",
    "title": "14.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160147"
  },
  {
    "@type": "dcat:Distribution",
    "title": "17.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160150"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160153"
  },
  {
    "@type": "dcat:Distribution",
    "title": "12.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160156"
  },
  {
    "@type": "dcat:Distribution",
    "title": "21.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160159"
  },
  {
    "@type": "dcat:Distribution",
    "title": "20.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160162"
  },
  {
    "@type": "dcat:Distribution",
    "title": "15.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160165"
  },
  {
    "@type": "dcat:Distribution",
    "title": "26.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160168"
  },
  {
    "@type": "dcat:Distribution",
    "title": "27.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160171"
  },
  {
    "@type": "dcat:Distribution",
    "title": "30.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160174"
  },
  {
    "@type": "dcat:Distribution",
    "title": "28.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160177"
  },
  {
    "@type": "dcat:Distribution",
    "title": "25.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160180"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160183"
  },
  {
    "@type": "dcat:Distribution",
    "title": "23.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160186"
  },
  {
    "@type": "dcat:Distribution",
    "title": "29.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160189"
  },
  {
    "@type": "dcat:Distribution",
    "title": "19.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160192"
  },
  {
    "@type": "dcat:Distribution",
    "title": "31.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160195"
  },
  {
    "@type": "dcat:Distribution",
    "title": "24.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160198"
  },
  {
    "@type": "dcat:Distribution",
    "title": "22.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160201"
  },
  {
    "@type": "dcat:Distribution",
    "title": "32.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160204"
  },
  {
    "@type": "dcat:Distribution",
    "title": "34.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160207"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160210"
  },
  {
    "@type": "dcat:Distribution",
    "title": "33.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160213"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160216"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160219"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160222"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160225"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160228"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160231"
  },
  {
    "@type": "dcat:Distribution",
    "title": "13.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160234"
  },
  {
    "@type": "dcat:Distribution",
    "title": "11.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160237"
  },
  {
    "@type": "dcat:Distribution",
    "title": "12.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160240"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160243"
  },
  {
    "@type": "dcat:Distribution",
    "title": "17.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160246"
  },
  {
    "@type": "dcat:Distribution",
    "title": "19.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160249"
  },
  {
    "@type": "dcat:Distribution",
    "title": "14.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160252"
  },
  {
    "@type": "dcat:Distribution",
    "title": "16.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160255"
  },
  {
    "@type": "dcat:Distribution",
    "title": "18.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160258"
  },
  {
    "@type": "dcat:Distribution",
    "title": "15.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160261"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160264"
  },
  {
    "@type": "dcat:Distribution",
    "title": "21.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160267"
  },
  {
    "@type": "dcat:Distribution",
    "title": "20.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160270"
  },
  {
    "@type": "dcat:Distribution",
    "title": "22.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160273"
  },
  {
    "@type": "dcat:Distribution",
    "title": "23.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160276"
  },
  {
    "@type": "dcat:Distribution",
    "title": "24.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160279"
  },
  {
    "@type": "dcat:Distribution",
    "title": "25.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160282"
  },
  {
    "@type": "dcat:Distribution",
    "title": "26.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160285"
  },
  {
    "@type": "dcat:Distribution",
    "title": "27.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160288"
  },
  {
    "@type": "dcat:Distribution",
    "title": "28.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160291"
  },
  {
    "@type": "dcat:Distribution",
    "title": "29.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160294"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160297"
  },
  {
    "@type": "dcat:Distribution",
    "title": "30.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160300"
  },
  {
    "@type": "dcat:Distribution",
    "title": "31.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160303"
  },
  {
    "@type": "dcat:Distribution",
    "title": "32.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160306"
  },
  {
    "@type": "dcat:Distribution",
    "title": "33.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160309"
  },
  {
    "@type": "dcat:Distribution",
    "title": "34.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160312"
  },
  {
    "@type": "dcat:Distribution",
    "title": "35.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160315"
  },
  {
    "@type": "dcat:Distribution",
    "title": "36.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160318"
  },
  {
    "@type": "dcat:Distribution",
    "title": "37.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160321"
  },
  {
    "@type": "dcat:Distribution",
    "title": "39.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160324"
  },
  {
    "@type": "dcat:Distribution",
    "title": "38.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160327"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160330"
  },
  {
    "@type": "dcat:Distribution",
    "title": "40.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160333"
  },
  {
    "@type": "dcat:Distribution",
    "title": "41.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160336"
  },
  {
    "@type": "dcat:Distribution",
    "title": "43.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160339"
  },
  {
    "@type": "dcat:Distribution",
    "title": "42.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160342"
  },
  {
    "@type": "dcat:Distribution",
    "title": "44.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160345"
  },
  {
    "@type": "dcat:Distribution",
    "title": "45.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160348"
  },
  {
    "@type": "dcat:Distribution",
    "title": "46.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160351"
  },
  {
    "@type": "dcat:Distribution",
    "title": "47.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160354"
  },
  {
    "@type": "dcat:Distribution",
    "title": "48.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160357"
  },
  {
    "@type": "dcat:Distribution",
    "title": "49.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160360"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160363"
  },
  {
    "@type": "dcat:Distribution",
    "title": "50.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160366"
  },
  {
    "@type": "dcat:Distribution",
    "title": "51.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160369"
  },
  {
    "@type": "dcat:Distribution",
    "title": "52.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160372"
  },
  {
    "@type": "dcat:Distribution",
    "title": "54.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160375"
  },
  {
    "@type": "dcat:Distribution",
    "title": "53.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160378"
  },
  {
    "@type": "dcat:Distribution",
    "title": "55.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160381"
  },
  {
    "@type": "dcat:Distribution",
    "title": "56.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160384"
  },
  {
    "@type": "dcat:Distribution",
    "title": "58.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160387"
  },
  {
    "@type": "dcat:Distribution",
    "title": "57.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160390"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160393"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160396"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160399"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160402"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160405"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160408"
  },
  {
    "@type": "dcat:Distribution",
    "title": "11.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160411"
  },
  {
    "@type": "dcat:Distribution",
    "title": "12.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160414"
  },
  {
    "@type": "dcat:Distribution",
    "title": "13.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160417"
  },
  {
    "@type": "dcat:Distribution",
    "title": "14.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160420"
  },
  {
    "@type": "dcat:Distribution",
    "title": "15.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160423"
  },
  {
    "@type": "dcat:Distribution",
    "title": "17.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160426"
  },
  {
    "@type": "dcat:Distribution",
    "title": "18.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160429"
  },
  {
    "@type": "dcat:Distribution",
    "title": "16.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160432"
  },
  {
    "@type": "dcat:Distribution",
    "title": "19.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160435"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160438"
  },
  {
    "@type": "dcat:Distribution",
    "title": "20.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160441"
  },
  {
    "@type": "dcat:Distribution",
    "title": "21.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160444"
  },
  {
    "@type": "dcat:Distribution",
    "title": "23.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160447"
  },
  {
    "@type": "dcat:Distribution",
    "title": "22.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160450"
  },
  {
    "@type": "dcat:Distribution",
    "title": "24.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160453"
  },
  {
    "@type": "dcat:Distribution",
    "title": "25.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160456"
  },
  {
    "@type": "dcat:Distribution",
    "title": "27.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160459"
  },
  {
    "@type": "dcat:Distribution",
    "title": "26.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160462"
  },
  {
    "@type": "dcat:Distribution",
    "title": "28.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160465"
  },
  {
    "@type": "dcat:Distribution",
    "title": "29.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160468"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160471"
  },
  {
    "@type": "dcat:Distribution",
    "title": "30.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160474"
  },
  {
    "@type": "dcat:Distribution",
    "title": "32.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160477"
  },
  {
    "@type": "dcat:Distribution",
    "title": "31.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160480"
  },
  {
    "@type": "dcat:Distribution",
    "title": "33.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160483"
  },
  {
    "@type": "dcat:Distribution",
    "title": "34.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160486"
  },
  {
    "@type": "dcat:Distribution",
    "title": "35.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160489"
  },
  {
    "@type": "dcat:Distribution",
    "title": "37.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160492"
  },
  {
    "@type": "dcat:Distribution",
    "title": "36.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160495"
  },
  {
    "@type": "dcat:Distribution",
    "title": "38.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160498"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160501"
  },
  {
    "@type": "dcat:Distribution",
    "title": "39.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160504"
  },
  {
    "@type": "dcat:Distribution",
    "title": "41.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160507"
  },
  {
    "@type": "dcat:Distribution",
    "title": "40.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160510"
  },
  {
    "@type": "dcat:Distribution",
    "title": "42.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160513"
  },
  {
    "@type": "dcat:Distribution",
    "title": "43.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160516"
  },
  {
    "@type": "dcat:Distribution",
    "title": "44.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160519"
  },
  {
    "@type": "dcat:Distribution",
    "title": "46.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160522"
  },
  {
    "@type": "dcat:Distribution",
    "title": "45.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160525"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160528"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160531"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160534"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160537"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160540"
  },
  {
    "@type": "dcat:Distribution",
    "title": "11.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160543"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160546"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160549"
  },
  {
    "@type": "dcat:Distribution",
    "title": "15.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160552"
  },
  {
    "@type": "dcat:Distribution",
    "title": "12.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160555"
  },
  {
    "@type": "dcat:Distribution",
    "title": "13.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160558"
  },
  {
    "@type": "dcat:Distribution",
    "title": "14.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160561"
  },
  {
    "@type": "dcat:Distribution",
    "title": "16.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160564"
  },
  {
    "@type": "dcat:Distribution",
    "title": "17.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160567"
  },
  {
    "@type": "dcat:Distribution",
    "title": "18.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160570"
  },
  {
    "@type": "dcat:Distribution",
    "title": "19.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160573"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160576"
  },
  {
    "@type": "dcat:Distribution",
    "title": "20.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160579"
  },
  {
    "@type": "dcat:Distribution",
    "title": "21.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160582"
  },
  {
    "@type": "dcat:Distribution",
    "title": "22.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160585"
  },
  {
    "@type": "dcat:Distribution",
    "title": "23.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160588"
  },
  {
    "@type": "dcat:Distribution",
    "title": "24.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160591"
  },
  {
    "@type": "dcat:Distribution",
    "title": "25.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160594"
  },
  {
    "@type": "dcat:Distribution",
    "title": "26.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160597"
  },
  {
    "@type": "dcat:Distribution",
    "title": "27.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160600"
  },
  {
    "@type": "dcat:Distribution",
    "title": "28.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160603"
  },
  {
    "@type": "dcat:Distribution",
    "title": "29.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160606"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160609"
  },
  {
    "@type": "dcat:Distribution",
    "title": "30.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160612"
  },
  {
    "@type": "dcat:Distribution",
    "title": "31.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160615"
  },
  {
    "@type": "dcat:Distribution",
    "title": "32.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160618"
  },
  {
    "@type": "dcat:Distribution",
    "title": "33.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160621"
  },
  {
    "@type": "dcat:Distribution",
    "title": "34.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160624"
  },
  {
    "@type": "dcat:Distribution",
    "title": "35.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160627"
  },
  {
    "@type": "dcat:Distribution",
    "title": "36.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160630"
  },
  {
    "@type": "dcat:Distribution",
    "title": "37.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160633"
  },
  {
    "@type": "dcat:Distribution",
    "title": "38.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160636"
  },
  {
    "@type": "dcat:Distribution",
    "title": "39.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160639"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160642"
  },
  {
    "@type": "dcat:Distribution",
    "title": "40.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160645"
  },
  {
    "@type": "dcat:Distribution",
    "title": "41.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160648"
  },
  {
    "@type": "dcat:Distribution",
    "title": "42.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160651"
  },
  {
    "@type": "dcat:Distribution",
    "title": "43.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160654"
  },
  {
    "@type": "dcat:Distribution",
    "title": "44.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160657"
  },
  {
    "@type": "dcat:Distribution",
    "title": "46.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160660"
  },
  {
    "@type": "dcat:Distribution",
    "title": "45.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160663"
  },
  {
    "@type": "dcat:Distribution",
    "title": "47.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160666"
  },
  {
    "@type": "dcat:Distribution",
    "title": "48.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160669"
  },
  {
    "@type": "dcat:Distribution",
    "title": "49.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160672"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160675"
  },
  {
    "@type": "dcat:Distribution",
    "title": "50.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160678"
  },
  {
    "@type": "dcat:Distribution",
    "title": "51.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160681"
  },
  {
    "@type": "dcat:Distribution",
    "title": "52.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160684"
  },
  {
    "@type": "dcat:Distribution",
    "title": "53.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160687"
  },
  {
    "@type": "dcat:Distribution",
    "title": "54.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160690"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160693"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160696"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160699"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160702"
  },
  {
    "@type": "dcat:Distribution",
    "title": "1.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160705"
  },
  {
    "@type": "dcat:Distribution",
    "title": "10.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160708"
  },
  {
    "@type": "dcat:Distribution",
    "title": "11.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160711"
  },
  {
    "@type": "dcat:Distribution",
    "title": "12.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160714"
  },
  {
    "@type": "dcat:Distribution",
    "title": "13.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160717"
  },
  {
    "@type": "dcat:Distribution",
    "title": "14.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160720"
  },
  {
    "@type": "dcat:Distribution",
    "title": "15.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160723"
  },
  {
    "@type": "dcat:Distribution",
    "title": "16.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160726"
  },
  {
    "@type": "dcat:Distribution",
    "title": "17.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160729"
  },
  {
    "@type": "dcat:Distribution",
    "title": "18.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160732"
  },
  {
    "@type": "dcat:Distribution",
    "title": "19.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160735"
  },
  {
    "@type": "dcat:Distribution",
    "title": "2.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160738"
  },
  {
    "@type": "dcat:Distribution",
    "title": "20.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160741"
  },
  {
    "@type": "dcat:Distribution",
    "title": "21.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160744"
  },
  {
    "@type": "dcat:Distribution",
    "title": "22.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160747"
  },
  {
    "@type": "dcat:Distribution",
    "title": "23.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160750"
  },
  {
    "@type": "dcat:Distribution",
    "title": "24.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160753"
  },
  {
    "@type": "dcat:Distribution",
    "title": "25.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160756"
  },
  {
    "@type": "dcat:Distribution",
    "title": "26.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160759"
  },
  {
    "@type": "dcat:Distribution",
    "title": "27.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160762"
  },
  {
    "@type": "dcat:Distribution",
    "title": "28.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160765"
  },
  {
    "@type": "dcat:Distribution",
    "title": "29.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160768"
  },
  {
    "@type": "dcat:Distribution",
    "title": "3.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160771"
  },
  {
    "@type": "dcat:Distribution",
    "title": "30.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160774"
  },
  {
    "@type": "dcat:Distribution",
    "title": "32.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160777"
  },
  {
    "@type": "dcat:Distribution",
    "title": "31.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160780"
  },
  {
    "@type": "dcat:Distribution",
    "title": "33.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160783"
  },
  {
    "@type": "dcat:Distribution",
    "title": "34.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160786"
  },
  {
    "@type": "dcat:Distribution",
    "title": "35.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160789"
  },
  {
    "@type": "dcat:Distribution",
    "title": "36.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160792"
  },
  {
    "@type": "dcat:Distribution",
    "title": "37.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160795"
  },
  {
    "@type": "dcat:Distribution",
    "title": "38.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160798"
  },
  {
    "@type": "dcat:Distribution",
    "title": "4.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160801"
  },
  {
    "@type": "dcat:Distribution",
    "title": "39.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160804"
  },
  {
    "@type": "dcat:Distribution",
    "title": "40.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160807"
  },
  {
    "@type": "dcat:Distribution",
    "title": "41.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160810"
  },
  {
    "@type": "dcat:Distribution",
    "title": "42.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160813"
  },
  {
    "@type": "dcat:Distribution",
    "title": "43.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160816"
  },
  {
    "@type": "dcat:Distribution",
    "title": "44.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160819"
  },
  {
    "@type": "dcat:Distribution",
    "title": "45.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160822"
  },
  {
    "@type": "dcat:Distribution",
    "title": "46.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160825"
  },
  {
    "@type": "dcat:Distribution",
    "title": "47.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160828"
  },
  {
    "@type": "dcat:Distribution",
    "title": "48.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160831"
  },
  {
    "@type": "dcat:Distribution",
    "title": "49.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160834"
  },
  {
    "@type": "dcat:Distribution",
    "title": "5.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160837"
  },
  {
    "@type": "dcat:Distribution",
    "title": "50.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160840"
  },
  {
    "@type": "dcat:Distribution",
    "title": "51.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160843"
  },
  {
    "@type": "dcat:Distribution",
    "title": "52.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160846"
  },
  {
    "@type": "dcat:Distribution",
    "title": "53.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160849"
  },
  {
    "@type": "dcat:Distribution",
    "title": "54.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160852"
  },
  {
    "@type": "dcat:Distribution",
    "title": "6.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160855"
  },
  {
    "@type": "dcat:Distribution",
    "title": "7.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160858"
  },
  {
    "@type": "dcat:Distribution",
    "title": "8.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160861"
  },
  {
    "@type": "dcat:Distribution",
    "title": "9.jpg",
    "format": "jpg",
    "mediaType": "image/jpeg",
    "downloadURL": "https://ndownloader.figshare.com/files/55160864"
  },
  {
    "@type": "dcat:Distribution",
    "title": "matlabcodes1.m",
    "format": "m",
    "mediaType": "text/plain",
    "downloadURL": "https://ndownloader.figshare.com/files/55160867"
  },
  {
    "@type": "dcat:Distribution",
    "title": "ViT - Beetle Byte Supplemtal Image Dataset Descriptors.docx",
    "format": "docx",
    "mediaType": "application/vnd.openxmlformats-officedocument.wordprocessingml.document",
    "downloadURL": "https://ndownloader.figshare.com/files/55160870"
  }
]
identifier 10.15482/USDA.ADC/29251787.v1
keyword 
                                            [
  "Coleoptera",
  "Image identification",
  "beetles",
  "computer vision",
  "image processing",
  "neural network",
  "pest management",
  "postharvest",
  "source code",
  "stored grain",
  "stored product insects"
]
license https://creativecommons.org/publicdomain/zero/1.0/
modified 2025-11-20
programCode 
                                            [
  "005:040"
]
publisher 
                                            {
  "name": "Agricultural Research Service",
  "@type": "org:Organization"
}
temporal 2024-04-29/2025-03-04
title Data and code from: AI-based image profiling and detection for the beetle byte quintet using Vision Transformer (ViT) in advanced stored product infestation monitoring

data.gov

An official website of the GSA's Technology Transformation Services

Looking for U.S. government information and services?
Visit USA.gov