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DATASET

DomainNet

  • Download DomainNet dataset from the offical website.
  • After download, you need to extract the zip file. Your directory tree should look like this:
domainnet/
│  ├ clipart/
│  ├ infograph/
│  ├ painting/
│  ├ quickdraw/
│  ├ real/
│  ├ sketch/

OfficeHome

  • Download OfficeHome dataset from the offical website. Or you can download this dataset using this script.
pip install -U --no-cache-dir gdown --pre
wget -O OfficeHomeDataset_10072016.zip 'https://docs.google.com/uc?export=download&id=0B81rNlvomiwed0V1YUxQdC1uOTg&confirm=t'
unzip OfficeHomeDataset_10072016.zip
  • After download, you need to extract the zip file. Your directory tree should look like this:
office_home/
│  ├ Art/
│  ├ Clipart/
│  ├ Product/
└  └ Real_world/

Office31

  • You can use this script to download the Office31 dataset.
pip install -U --no-cache-dir gdown --pre
gdown --id 0B4IapRTv9pJ1WGZVd1VDMmhwdlE
tar -xvf domain_adaptation_images.tar.gz
  • After download and extract the tar file. Your directory tree should look like this:
office31/
├ amazon/
│  ├ back_pack/
│  ├ bike/
│  └ ⋮
├ dslr/
│  ├ back_pack/
│  ├ bike/
│  └ ⋮
├ webcam/
│  ├ back_pack/
│  ├ bike/
│  └ ⋮

List dataset txts to train SSDA or UDA for these Dataset

dataset
  #SSDA Dataset
├ domainnet_ssda
│  ├ labeled_source_images_clipart.txt
│  ├ labeled_target_images_clipart_1.txt
│  ├ labeled_target_images_clipart_3.txt
│  ├ unlabeled_target_images_clipart_1.txt
│  ├ unlabeled_target_images_clipart_3.txt
│  ├ validation_target_images_clipart_3.txt
│  └ ⋮
│
├ officehome_ssda
│  ├ labeled_source_images_Art.txt
│  ├ labeled_source_images_Art_1.txt
│  ├ labeled_source_images_Art_3.txt
│  ├ unlabeled_target_images_Art.txt
│  ├ unlabeled_target_images_Art_1.txt
│  ├ unlabeled_target_images_Art_3.txt
│  ├ validation_target_images_Art_3.txt
│  └ ⋮
│
├ office31_ssda
│  ├ labeled_source_images_amazon.txt
│  ├ labeled_source_images_amazon_1.txt
│  ├ labeled_source_images_amazon_3.txt
│  ├ unlabeled_target_images_amazon.txt
│  ├ unlabeled_target_images_amazon_1.txt
│  ├ unlabeled_target_images_amazon_3.txt
│  ├ validation_target_images_amazon_3.txt
│  └ ⋮
│
│ # UDA Dataset
├ domainnet_uda
│  ├ clipart_test_mini.txt
│  ├ clipart_train_mini.txt
│  └ ⋮
│  
├ officehome_uda
│  ├ Art.txt
│  ├ Clipart.txt
│  ├ Product.txt
└  └ Real.txt