Datasets

Renchunzi-Xie · Nov 4, 2024 · 8621481 · 8621481
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@@ -23,6 +23,54 @@ We conduct large-scale experiments under several distribution shifts with ResNet
 <img src="https://github.com/user-attachments/assets/94f84f43-eabe-4d0c-9557-6a22063d2759" height="250">
 </p>
 
+## Datasets
+### Pre-trained process
+
+1. CIFAR10 & CIFAR-100 can be downloaded in the code. 
+2. Download TinyImageNet
+```angular2html
+wget http://cs231n.stanford.edu/tiny-imagenet-200.zip
+```
+3. Download ImageNet
+```angular2html
+https://www.kaggle.com/competitions/imagenet-object-localization-challenge/data
+```
+4. Download Office-Home
+```angular2html
+pip install gdown==4.6.0
+gdown https://drive.google.com/uc?id=1JMFEHM46xmgp2RSX6iVgcR5fCpZkeruJ
+```
+5. Download PACS
+```angular2html
+https://www.kaggle.com/datasets/nickfratto/pacs-dataset
+```
+6. Download DomainNet
+```angular2html
+wget http://csr.bu.edu/ftp/visda/2019/multi-source/groundtruth/clipart.zip
+wget http://csr.bu.edu/ftp/visda/2019/multi-source/infograph.zip
+wget http://csr.bu.edu/ftp/visda/2019/multi-source/groundtruth/painting.zip
+wget http://csr.bu.edu/ftp/visda/2019/multi-source/quickdraw.zip
+wget http://csr.bu.edu/ftp/visda/2019/multi-source/real.zip
+wget http://csr.bu.edu/ftp/visda/2019/multi-source/sketch.zip
+```
+### Evaluation process
+1. Download CIFAR-10C & CIFAR-100C
+```angular2html
+curl -O https://zenodo.org/record/2535967/files/CIFAR-10-C.tar
+curl -O https://zenodo.org/record/3555552/files/CIFAR-100-C.tar
+```
+2. Download TinyImageNet-C
+```angular2html
+wget http://cs231n.stanford.edu/tiny-imagenet-200.zip
+```
+3. Download ImageNet-C
+```angular2html
+curl -O https://zenodo.org/record/2235448/files/blur.tar
+curl -O https://zenodo.org/record/2235448/files/digital.tar
+curl -O https://zenodo.org/record/2235448/files/extra.tar
+curl -O https://zenodo.org/record/2235448/files/noise.tar
+curl -O https://zenodo.org/record/2235448/files/weather.tar
+```
 ## Installation
 
 ## Modules