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huggingface · Jan 31, 2024 · 5c7bce5 · 5c7bce5
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diff --git a/docs/source/en/autoclass_tutorial.md b/docs/source/en/autoclass_tutorial.md
@@ -72,7 +72,7 @@ For vision tasks, an image processor processes the image into the correct input
     <figcaption class="mt-2 text-center text-sm text-gray-500">A Swin backbone with multiple stages for outputting a feature map.</figcaption>
 </div>
 
-The [`AutoBackbone`] lets you use pretrained models as backbones to get feature maps from different stages of the backbone. You should specify one of the following parameters in [`~AutoBackbone.from_pretrained`]:
+The [`AutoBackbone`] lets you use pretrained models as backbones to get feature maps from different stages of the backbone. You should specify one of the following parameters in [`~PretrainedConfig.from_pretrained`]:
 
 * `out_indices` is the index of the layer you'd like to get the feature map from
 * `out_features` is the name of the layer you'd like to get the feature map from

diff --git a/docs/source/en/create_a_model.md b/docs/source/en/create_a_model.md
@@ -368,7 +368,7 @@ model = MaskFormerForInstanceSegmentation(config)
 </hfoption>
 </hfoptions>
 
-[timm](https://hf.co/docs/timm/index) models are loaded with `TimmBackbone` and `TimmBackboneConfig`.
+[timm](https://hf.co/docs/timm/index) models are loaded with [`TimmBackbone`] and [`TimmBackboneConfig`].
 
 ```python
 from transformers import TimmBackboneConfig, TimmBackbone

diff --git a/docs/source/en/main_classes/backbones.md b/docs/source/en/main_classes/backbones.md
@@ -18,8 +18,8 @@ rendered properly in your Markdown viewer.
 
 A backbone is a model used for feature extraction for higher level computer vision tasks such as object detection and image classification. Transformers provides an [`AutoBackbone`] class for initializing a Transformers backbone from pretrained model weights, and two utility classes:
 
-* [`BackboneMixin`] enables initializing a backbone from Transformers or [timm](https://hf.co/docs/timm/index) and includes functions for returning the output features and indices.
-* [`BackboneConfigMixin`] sets the output features and indices of the backbone configuration.
+* [`~utils.backbone_utils.BackboneMixin`] enables initializing a backbone from Transformers or [timm](https://hf.co/docs/timm/index) and includes functions for returning the output features and indices.
+* [`~utils.backbone_utils.BackboneConfigMixin`] sets the output features and indices of the backbone configuration.
 
 [timm](https://hf.co/docs/timm/index) models are loaded with the [`TimmBackbone`] and [`TimmBackboneConfig`] classes.