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IMvision12 committed Mar 27, 2023
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# SegFormer-tf

This repository is about an implementation of the research paper "SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers"

SegFormer is a Transformer-based framework for semantic segmentation that unifies Transformers with lightweight multilayer perceptron (MLP) decoders.

Paper : https://arxiv.org/pdf/2105.15203

#### Model Architecture :

<img width="979" alt="c84b18b5-4329-49fc-a5f2-804ef580a966" src="https://user-images.githubusercontent.com/88665786/215752739-6969b6f5-d2b0-4b04-8634-09ef33ae10d5.png">
<p align="center">
<img src="https://github.com/IMvision12/SegFormer-tf/blob/main/images/arch.png" title="graph">
</p>

#### Detailed overview of MiT :

<p align="center">
<img src="https://github.com/IMvision12/SegFormer-tf/blob/main/images/mit.png" title="graph">
</p>
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