Comparison of CNN- and Transformer-based Architectures for Automated Oral Epithelium Segmentation on Whole Slide Images

Author:

Srisermphoak Napat1,Amornphimoltham Panomwat2,Chaisuparat Risa3,Achararit Paniti1,Fuangrod Todsaporn1

Affiliation:

1. Chulabhorn Royal Academy,Princess Srisavangavadhana College of Medicine,Bangkok,Thailand

2. Mahidol University,Faculty of Dentistry,Bangkok,Thailand

3. Chulalongkorn University,Faculty of Dentistry,Bangkok,Thailand

Publisher

IEEE

Reference24 articles.

1. An image is worth 16x16 words: Transformers for image recognition at scale;dosovitskiy,2021

2. Integrating segmentation with deep learning for enhanced classification of epithelial and stromal tissues in H&E images

3. Attention is all you need;vaswani,2017

4. Missformer: An effective medical image segmentation transformer;huang,2021

5. Pathology Image Analysis Using Segmentation Deep Learning Algorithms

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