How to Install Datasets

$DATA denotes the location where datasets are installed, e.g.

$DATA/
|–– office31/
|–– office_home/
|–– visda17/
|–– domainnet/

Datasets list:

• Office-31
• Office-Home
• VisDA17
• DomainNet

Office-31

Download link: https://people.eecs.berkeley.edu/~jhoffman/domainadapt/#datasets_code.

File structure:

office31/
|–– amazon/
|   |–– back_pack/
|   |–– bike/
|   |–– ...
|–– dslr/
|   |–– back_pack/
|   |–– bike/
|   |–– ...
|–– webcam/
|   |–– back_pack/
|   |–– bike/
|   |–– ...

Note that within each domain folder you need to move all class folders out of the images/ folder and then delete the images/ folder.

Office-Home

Download link: http://hemanthdv.org/OfficeHome-Dataset/.

File structure:

office_home/
|–– art/
|–– clipart/
|–– product/
|–– real_world/

VisDA17

Download link: http://ai.bu.edu/visda-2017/.

Once the download is finished, the file structure will look like

visda17/
|–– train/
|–– test/
|–– validation/

DomainNet

Download link: http://ai.bu.edu/M3SDA/. (Please download the cleaned version of split files)

File structure:

domainnet/
|–– clipart/
|–– infograph/
|–– painting/
|–– quickdraw/
|–– real/
|–– sketch/
|–– splits/
|   |–– clipart_train.txt
|   |–– clipart_test.txt
|   |–– ...