LPOT supports builtin preprocessing methods on diffrent framework backend. Pleaes refer to 'examples/helloworld/tf_example1' about how to config a transform in dataloader.
| Type | Parameters | Inputs | Outputs |
|---|---|---|---|
| Resize | size (list) | image, label | image, label |
| CenterCrop | central_fraction (float) | image, label | image, label |
| RandomResizedCrop | size (list) | image, label | image, label |
| Normalize | mean (list) std (list) |
image, label | image, label |
| RandomCrop | size (list) | image, label | image, label |
| Compose | None | image, label | image, label |
| CropAndResize | boxes (list) box_indices (list) crop_size (list) |
image, label | image, label |
| RandomHorizontalFlip | None | image, label | image, label |
| RandomVerticalFlip | None | image, label | image, label |
| DecodeImage | None | contents(str), label | image, label |
| EncodeJped | None | image, label | Tensor(str), label |
| Transpose | perm (list) | image, label | image, label |
| CropToBoundingBox | offset_height (int) offset_width (int) target_height (int) target_width (int) |
image, label | image, label |
| ConvertImageDtype | dtype (Dtype) | image, label | image, label |
| Type | Parameters | Inputs | Outputs |
|---|---|---|---|
| Resize | size (list or int) | image, label | image, label |
| CenterCrop | size (list or int) | image, label | image, label |
| RandomResizedCrop | size (list or int) | image, label | image, label |
| Normalize | mean (list) std (list) |
image, label | image, label |
| RandomCrop | size (list or int) | image, label | image, label |
| Compose | None | transform_list | None |
| RandomHorizontalFlip | None | image, label | image, label |
| RandomVerticalFlip | None | image, label | image, label |
| ToTensor | None | image, label | image, label |
| ToPILImage | None | image, label | image, label |
| Pad | padding (int or tuple or list) | image, label | image, label |
| ColorJitter | brightness (float or tuple) contrast (float or tuple) saturation (float or tuple) hue (float or tuple) |
image, label | image, label |
| Type | Parameters | Inputs | Outputs |
|---|---|---|---|
| Resize | size (tuple or int) | image, label | image, label |
| CenterCrop | size (tuple or int) | image, label | image, label |
| RandomResizedCrop | size (tuple or int) | image, label | image, label |
| Normalize | mean (tuple or float) std (tuple or float) |
image, label | image, label |
| RandomCrop | size (tuple or int) | image, label | image, label |
| Compose | None | transform_list | None |
| CropResize | x (int) y (int) w (int) h (int) |
image, label | image, label |
| RandomHorizontalFlip | None | image, label | image, label |
| RandomVerticalFlip | None | image, label | image, label |
| ToTensor | None | image, label | image, label |
| Cast | dtype (str) | image, label | image, label |
| Type | Parameters | Inputs | Outputs |
|---|---|---|---|
| Resize | size (list) | image, label | image, label |
| CenterCrop | size (list) | image, label | image, label |
| RandomResizedCrop | size (list) | image, label | image, label |
| Normalize | mean (list) std (list) |
image, label | image, label |
| RandomCrop | size (list) | image, label | image, label |
| Compose | None | transform_list | None |
| ImageTypeParse | None | image, label | image, label |