Transformer in Microbial Image Analysis: A Comparative Exploration of TransUNet, UNet, and DoubleUNet for SEM Image Segmentation.
Bichar Dip Shrestha GurungAnup KhanalTimothy W. HartmanTuyen DoSandeep ChatautCarol LushboughVenkataramana GadhamshettyEtienne Z. GnimpiebaPublished in: BIBM (2023)
Keyphrases
- image segmentation
- image analysis
- computer vision
- image processing
- image understanding
- multiscale
- fuzzy logic
- pattern recognition
- boundary detection
- level set method
- active contours
- segmentation algorithm
- medical imaging
- markov random field
- graph cuts
- fuzzy c means
- image enhancement
- fault diagnosis
- segmentation method
- multispectral
- gray level
- visual inspection
- texture segmentation
- deformable models
- multilevel thresholding
- probabilistic relaxation
- segmented images
- graph partitioning
- image interpretation
- comparative analysis
- high throughput
- expectation maximization
- k means
- energy functional
- normalized cut
- object segmentation
- image segmentation algorithm
- proceedings of the th international conference