In general, we closely follow the implementations in torchvision for the datasets.
- imagenet: Download ImageNet-1k from the official site and prepare the validation split by moving files in class-subfolders (script for this).
- imagenet-rendition: Download here.
- imagenet-adversarial: Download here.
- imagenet-sketch: Download here.
- food101: Download here.
- flowers102: See (or use) the torchvision dataset for donwloading the files. This dataset also needs scipy installed.
- fgvc_aircraft: Download here.
- stanford_cars: See instructions here to get files.
- oxford_pet: Download this and this archive and extract to the same folder.
- geode: Download here
- imagenet-6k-{animal|plant|food|artifact}: Download here the "Processed version of ImageNet21K" from the Winter 2021 release. You can use the below script snippet to move 10 images from the used classes to another location and delete the rest, if you like.
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# Loop through each folder name
for folder in "${folder_list[@]}"; do
echo $folder
# Construct the source folder path
source_path="$source_dir/$folder"
target_path="$target_dir/$folder"
mkdir -p $target_path
# Check if the source folder exists
if [[ ! -d "$source_path" ]]; then
echo "Error: Folder '$folder' does not exist in source directory."
continue
fi
# Move the first 10 files using find and xargs
find "$source_path" -type f -maxdepth 1 -print0 | head -n 10 | xargs -0 -I {} cp {} "$target_path"
done
echo "Script finished."