Object segmentation using transformers and multilayer perceptron
Object segmentation using transformers and multilayer perceptron
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers
arXiv paper abstract https://arxiv.org/abs/2105.15203v1
arXiv PDF paper https://arxiv.org/pdf/2105.15203v1.pdf
... segmentation framework which unifies Transformers with lightweight multilayer perception (MLP) decoders.
... comprises a novel hierarchically structured Transformer encoder which outputs multiscale features.
... MLP decoder aggregates information from different layers, and thus combining both local attention and global attention to render powerful representations.
... We scale our approach up to obtain a series of models from SegFormer-B0 to SegFormer-B5, reaching significantly better performance and efficiency than previous counterparts. ...
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