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DomainNet Common Object Dataset

Date

2 years ago

Size

17.2 GB

Organization

Boston University

Publish URL

ai.bu.edu

Paper URL

arxiv.org

License

Non-Commercial

Tags

Object Detection
Domain Generalization
Dataset Download
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DomainNet is a dataset consisting of common objects from 6 different domains. The dataset contains 345 categories and 600,000 images, addressing the gap in data availability in multi-source UDA (unsupervised domain adaptation) research.

The dataset includes:

  • Clipart: A collection of clipart
  • Physical images: photos and real images
  • Sketch: A rough drawing of a specific object
  • Infographic: Infographic with a specific object
  • Drawing: artistic depiction of an object in the form of a picture
  • Quick Doodle: The famous game Quick Doodle

Example image:

DomainNet.torrent
Seeding 2Downloading 1Completed 1,172Total Downloads 1,688
  • DomainNet/
    • README.md
      1.21 KB
    • README.txt
      2.43 KB
      • data/
          • Clipart/
            • clipart.zip
              1.19 GB
            • clipart_test.txt
              1.19 GB
            • clipart_train.txt
              1.19 GB
          • Infograph/
            • infograph.zip
              5.23 GB
            • infograph_test.txt
              5.23 GB
            • infograph_train.txt
              5.23 GB
          • Painting/
            • painting.zip
              8.66 GB
            • painting_test.txt
              8.66 GB
            • painting_train.txt
              8.66 GB
          • Quickdraw/
            • quickdraw.zip
              9.09 GB
            • quickdraw_test.txt
              9.09 GB
            • quickdraw_train.txt
              9.1 GB
          • Real/
            • real.zip
              14.74 GB
            • real_test.txt
              14.74 GB
            • real_train.txt
              14.75 GB
          • Sketch/
            • sketch.zip
              17.2 GB
            • sketch_test.txt
              17.2 GB
            • sketch_train.txt
              17.2 GB

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DomainNet Common Object Dataset | Datasets | HyperAI