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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