Transformer 在计算机视觉中的应用

论文地址：
https://arxiv.org/abs/1706.03762

Vision Transformer

An Image is Worth 16x16 Words: Transformers for Image
Recognition at Scale
代码地址：
https://github.com/google-research/vision_transformer
论文原文：
https://arxiv.org/abs/2010.11929

Swin Transformer

Hierarchical Vision Transformer using Shifted Windows
代码地址：
https://github.com/microsoft/Swin-Transformer
论文原文：
https://arxiv.org/pdf/2103.14030.pdf

SegFormer

Simple and Eficient Design for Semantic Segmentation with Transformers
代码地址：
https://github.com/NVlabs/SegFormer
论文原文：
https://arxiv.org/pdf/2105.15203.pdf

Transformer 在图像分类比赛中的应用

Paddy Doctor: Paddy Disease Classification
https://www.kaggle.com/competitions/paddy
disease-classification/overview



模型融合
•ConvNext
•https://github.com/facebookresearch/ConvNeXt
•Eficientnet b5-b7
•https://github.com/lukemelas/EficientNet-PyTorch
•Swin Transformer
•https://github.com/microsoft/Swin-Transformer

Transformer 在图像分割比赛中的应 用

HuBMAP + HPA - Hacking the Human Body
https://www.kaggle.com/competitions/hubmap
organ-segmentation
https://www.kaggle.com/code/ishandutta/hubmap-complete-understanding-and-eda-w-b