Help protect the Great Barrier Reef with TensorFlow on Kaggle Join Challenge

domainnet

  • Description:

The DomainNet dataset consists of images from six distinct domains, including photos (real), painting, clipart, quickdraw, infograph and sketch. Per domain there are 48K - 172K images (600K in total) categorized into 345 classes.

In this TFDS version of DomainNet the cleaned version is used.

FeaturesDict({
    'image': Image(shape=(None, None, 3), dtype=tf.uint8),
    'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=345),
})
@inproceedings{peng2019moment,
  title={Moment matching for multi-source domain adaptation},
  author={Peng, Xingchao and Bai, Qinxun and Xia, Xide and Huang, Zijun and Saenko, Kate and Wang, Bo},
  booktitle={Proceedings of the IEEE International Conference on Computer Vision},
  pages={1406--1415},
  year={2019}
}

domainnet/real (default config)

  • Download size: 5.65 GiB

  • Dataset size: 5.75 GiB

  • Splits:

Split Examples
'test' 52,041
'train' 120,906

Visualization

domainnet/painting

  • Download size: 3.43 GiB

  • Dataset size: 3.30 GiB

  • Splits:

Split Examples
'test' 21,850
'train' 50,416

Visualization

domainnet/clipart

  • Download size: 1.19 GiB

  • Dataset size: 1.27 GiB

  • Splits:

Split Examples
'test' 14,604
'train' 33,525

Visualization

domainnet/quickdraw

  • Download size: 445.65 MiB

  • Dataset size: 435.16 MiB

  • Splits:

Split Examples
'test' 51,750
'train' 120,750

Visualization

domainnet/infograph

  • Download size: 4.04 GiB

  • Dataset size: 4.17 GiB

  • Splits:

Split Examples
'test' 15,582
'train' 36,023

Visualization

domainnet/sketch

  • Download size: 2.46 GiB

  • Dataset size: 2.55 GiB

  • Splits:

Split Examples
'test' 20,916
'train' 48,212

Visualization