Preprocessing & Augmentation
Source:vignettes/articles/preprocessing_list.Rmd
preprocessing_list.RmdThe table below shows all preprocessing and augmentation operations
that are available in mlr3torch.
| Key | Label | Packages | Feature Types |
|---|---|---|---|
| augment_center_crop | Center Crop Augmentation | torchvision | lazy_tensor |
| augment_color_jitter | Color Jitter Augmentation | torchvision | lazy_tensor |
| augment_crop | Crop Augmentation | torchvision | lazy_tensor |
| augment_hflip | Horizontal Flip Augmentation | torchvision | lazy_tensor |
| augment_random_affine | Random Affine Augmentation | torchvision | lazy_tensor |
| augment_random_choice | Random Choice Augmentation | torchvision | lazy_tensor |
| augment_random_crop | Random Crop Augmentation | torchvision | lazy_tensor |
| augment_random_horizontal_flip | Random Horizontal Flip Augmentation | torchvision | lazy_tensor |
| augment_random_order | Random Order Augmentation | torchvision | lazy_tensor |
| augment_random_resized_crop | Random Resized Crop Augmentation | torchvision | lazy_tensor |
| augment_random_vertical_flip | Random Vertical Flip Augmentation | torchvision | lazy_tensor |
| augment_resized_crop | Resized Crop Augmentation | torchvision | lazy_tensor |
| augment_rotate | Rotate Augmentation | torchvision | lazy_tensor |
| augment_vflip | Vertical Flip Augmentation | torchvision | lazy_tensor |
| trafo_adjust_brightness | Adjust Brightness Transformation | torchvision | lazy_tensor |
| trafo_adjust_gamma | Adjust Gamma Transformation | torchvision | lazy_tensor |
| trafo_adjust_hue | Adjust Hue Transformation | torchvision | lazy_tensor |
| trafo_adjust_saturation | Adjust Saturation Transformation | torchvision | lazy_tensor |
| trafo_grayscale | Grayscale Transformation | torchvision | lazy_tensor |
| trafo_nop | No Transformation | lazy_tensor | |
| trafo_normalize | Normalization Transformation | torchvision | lazy_tensor |
| trafo_pad | Padding Transformation | torchvision | lazy_tensor |
| trafo_reshape | Reshaping Transformation | lazy_tensor | |
| trafo_resize | Resizing Transformation | torchvision | lazy_tensor |
| trafo_rgb_to_grayscale | RGB to Grayscale Transformation | torchvision | lazy_tensor |