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docs/source/en/main_classes/backbones.md
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docs/source/en/main_classes/backbones.md
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<!--Copyright 2023 The HuggingFace Team. All rights reserved.
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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the License. You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
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an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
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specific language governing permissions and limitations under the License.
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⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
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-->
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# Backbone
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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:
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* [`~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.
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* [`~backbone_utils.BackboneConfigMixin`] sets the output features and indices of the backbone configuration.
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[timm](https://hf.co/docs/timm/index) models are loaded with the [`TimmBackbone`] and [`TimmBackboneConfig`] classes.
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Backbones are supported for the following models:
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* [BEiT](../model_doc/beit)
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* [BiT](../model_doc/bit)
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* [ConvNext](../model_doc/convnext)
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* [ConvNextV2](../model_doc/convnextv2)
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* [DiNAT](../model_doc/dinat)
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* [DINOV2](../model_doc/dinov2)
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* [FocalNet](../model_doc/focalnet)
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* [MaskFormer](../model_doc/maskformer)
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* [NAT](../model_doc/nat)
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* [ResNet](../model_doc/resnet)
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* [Swin Transformer](../model_doc/swin)
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* [Swin Transformer v2](../model_doc/swinv2)
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* [ViTDet](../model_doc/vitdet)
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## AutoBackbone
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[[autodoc]] AutoBackbone
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## BackboneMixin
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[[autodoc]] backbone_utils.BackboneMixin
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## BackboneConfigMixin
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[[autodoc]] backbone_utils.BackboneConfigMixin
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## TimmBackbone
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[[autodoc]] models.timm_backbone.TimmBackbone
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## TimmBackboneConfig
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[[autodoc]] models.timm_backbone.TimmBackboneConfig
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