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description: >-
  Explore the MaskDecoder and MLP modules in Ultralytics for efficient mask
  prediction using transformer architecture. Detailed attributes,
  functionalities, and implementation.
keywords: >-
  Ultralytics, MaskDecoder, MLP, machine learning, transformer architecture,
  mask prediction, neural networks, PyTorch modules

Reference for ultralytics/models/sam/modules/decoders.py

!!! note

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 🙏!

::: ultralytics.models.sam.modules.decoders.MaskDecoder





::: ultralytics.models.sam.modules.decoders.SAM2MaskDecoder