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docs/en/reference/models/sam/modules/decoders.md
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docs/en/reference/models/sam/modules/decoders.md
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---
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description: Explore MaskDecoder, a part of the Ultralytics models. Gain insights on how to utilize it effectively in the SAM modules decoders MLP.
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keywords: Ultralytics, MaskDecoder, SAM modules, decoders, MLP, YOLO, machine learning, image recognition
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---
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# Reference for `ultralytics/models/sam/modules/decoders.py`
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!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/decoders.py) 🛠️. Thank you 🙏!
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<br><br>
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## ::: ultralytics.models.sam.modules.decoders.MaskDecoder
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<br><br>
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## ::: ultralytics.models.sam.modules.decoders.MLP
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<br><br>
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docs/en/reference/models/sam/modules/encoders.md
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docs/en/reference/models/sam/modules/encoders.md
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---
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description: Discover detailed information on ImageEncoderViT, PositionEmbeddingRandom, Attention, window_partition, get_rel_pos and more in Ultralytics models encoders documentation.
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keywords: Ultralytics, Encoders, Modules, Documentation, ImageEncoderViT, PositionEmbeddingRandom, Attention, window_partition, get_rel_pos
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---
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# Reference for `ultralytics/models/sam/modules/encoders.py`
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!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/encoders.py) 🛠️. Thank you 🙏!
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<br><br>
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## ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT
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<br><br>
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## ::: ultralytics.models.sam.modules.encoders.PromptEncoder
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<br><br>
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## ::: ultralytics.models.sam.modules.encoders.PositionEmbeddingRandom
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<br><br>
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## ::: ultralytics.models.sam.modules.encoders.Block
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<br><br>
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## ::: ultralytics.models.sam.modules.encoders.Attention
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<br><br>
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## ::: ultralytics.models.sam.modules.encoders.PatchEmbed
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<br><br>
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## ::: ultralytics.models.sam.modules.encoders.window_partition
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<br><br>
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## ::: ultralytics.models.sam.modules.encoders.window_unpartition
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<br><br>
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## ::: ultralytics.models.sam.modules.encoders.get_rel_pos
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<br><br>
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## ::: ultralytics.models.sam.modules.encoders.add_decomposed_rel_pos
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<br><br>
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docs/en/reference/models/sam/modules/sam.md
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docs/en/reference/models/sam/modules/sam.md
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---
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description: Explore the Sam module of Ultralytics. Discover detailed methods, classes, and information for efficient deep-learning model training!.
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keywords: Ultralytics, Sam module, deep learning, model training, Ultralytics documentation
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---
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# Reference for `ultralytics/models/sam/modules/sam.py`
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!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/sam.py) 🛠️. Thank you 🙏!
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<br><br>
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## ::: ultralytics.models.sam.modules.sam.Sam
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<br><br>
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docs/en/reference/models/sam/modules/tiny_encoder.md
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docs/en/reference/models/sam/modules/tiny_encoder.md
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---
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description: Get in-depth insights about Ultralytics Tiny Encoder Modules such as Conv2d_BN, MBConv, ConvLayer, Attention, BasicLayer, and TinyViT. Improve your understanding of machine learning model components.
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keywords: Ultralytics, Tiny Encoder, Conv2d_BN, MBConv, ConvLayer, Attention, BasicLayer, TinyViT, Machine learning modules, Ultralytics models
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---
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# Reference for `ultralytics/models/sam/modules/tiny_encoder.py`
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!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/tiny_encoder.py) 🛠️. Thank you 🙏!
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<br><br>
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## ::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN
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<br><br>
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## ::: ultralytics.models.sam.modules.tiny_encoder.PatchEmbed
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<br><br>
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## ::: ultralytics.models.sam.modules.tiny_encoder.MBConv
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<br><br>
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## ::: ultralytics.models.sam.modules.tiny_encoder.PatchMerging
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<br><br>
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## ::: ultralytics.models.sam.modules.tiny_encoder.ConvLayer
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<br><br>
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## ::: ultralytics.models.sam.modules.tiny_encoder.Mlp
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<br><br>
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## ::: ultralytics.models.sam.modules.tiny_encoder.Attention
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<br><br>
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## ::: ultralytics.models.sam.modules.tiny_encoder.TinyViTBlock
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<br><br>
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## ::: ultralytics.models.sam.modules.tiny_encoder.BasicLayer
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<br><br>
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## ::: ultralytics.models.sam.modules.tiny_encoder.LayerNorm2d
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<br><br>
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## ::: ultralytics.models.sam.modules.tiny_encoder.TinyViT
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<br><br>
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docs/en/reference/models/sam/modules/transformer.md
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docs/en/reference/models/sam/modules/transformer.md
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---
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description: Learn about TwoWayTransformer and Attention modules in Ultralytics. Leverage these tools to enhance your AI models.
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keywords: Ultralytics, TwoWayTransformer, Attention, AI models, transformers
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---
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# Reference for `ultralytics/models/sam/modules/transformer.py`
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!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/transformer.py) 🛠️. Thank you 🙏!
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<br><br>
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## ::: ultralytics.models.sam.modules.transformer.TwoWayTransformer
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<br><br>
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## ::: ultralytics.models.sam.modules.transformer.TwoWayAttentionBlock
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<br><br>
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## ::: ultralytics.models.sam.modules.transformer.Attention
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<br><br>
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