Transformer in Microbial Image Analysis: A Comparative Exploration of TransUNet, UNet, and DoubleUNet for SEM Image Segmentation
Author:
Affiliation:
1. University of South Dakota,Dept. of Biomedical Engineering,Vermillion,USA
2. South Dakota Mines,Two-Dimensional Materials for Biofilm Engineering Science and Technology (2DBEST) Center,Rapid City,SD,United States
Publisher
IEEE
Link
http://xplorestaging.ieee.org/ielx7/10385250/10385251/10385974.pdf?arnumber=10385974
Reference8 articles.
1. CryoTransformer: A Transformer Model for Picking Protein Particles from Cryo-EM Micrographs;Dhakal;bioRxiv,2023
2. Chapter 19 - Microbial Corrosion of Iron;Iverson;Microbial Iron Metabolism,1974
3. U-Net Based Image Segmentation Techniques for Development of Non-Biocidal Fouling-Resistant Ultra-Thin Two-dimensional (2D) Coatings
4. Survey on semantic image segmentation techniques
5. ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness;Geirhos,2018
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