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2 dépôts

Awesome GitHub RepositoriesOverlap Patch Embeddings

Embedding modules that divide images into overlapping patches to preserve local continuity and reduce boundary artifacts.

Distinct from Patch Embedding Modules: Specifically implements overlapping patches to avoid boundary artifacts, whereas general patch embedding may use non-overlapping grids.

Explore 2 awesome GitHub repositories matching artificial intelligence & ml · Overlap Patch Embeddings. Refine with filters or upvote what's useful.

Awesome Overlap Patch Embeddings GitHub Repositories

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  • facebookresearch/convnextAvatar de facebookresearch

    facebookresearch/ConvNeXt

    6,388Voir sur GitHub↗

    Code release for ConvNeXt model

    Replaces standard patch embedding with a convolutional layer processing overlapping image patches.

    Python
    Voir sur GitHub↗6,388
  • nvlabs/segformerAvatar de NVlabs

    NVlabs/SegFormer

    3,347Voir sur GitHub↗

    SegFormer is a semantic segmentation framework and transformer-based model designed for pixel-level image classification. It provides a deep learning architecture that assigns class labels to pixels using a hierarchical transformer encoder and a multi-layer perceptron decoder. The framework utilizes a hierarchical transformer encoder to process multi-scale features through a pyramid of blocks and an all-MLP decoder to aggregate these features without complex attention mechanisms. It incorporates overlap patch embedding to preserve local continuity and sequential self-attention reduction to ma

    Incorporates overlap patch embedding to preserve local continuity and reduce boundary artifacts during tokenization.

    Pythonade20kcityscapessemantic-segmentation
    Voir sur GitHub↗3,347
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