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. 2023 Feb 6;9(2):35. doi: 10.3390/jimaging9020035

Table 1.

Rough classification of the tested approaches.

GMM Bayes SPL Cheddad
Chen
SA1
SA2
SA3
DYC SegNet
U-Net
DeepLab
HardNet
PVT
HSN
Preprocessing steps
None x x x x x x
Dynamic adaptation x x
Color space
Basic color spaces x x x x x
Perceptual color spaces x
Orthogonal color spaces x
Other (e.g., color ratio) x
Problem formulation
Segmentation based x x x
Pixel based x x x x x
Type of pixel classification
Rule based x x
Machine learning: parametric x x
Machine learning: non-parametric x
Type of classifier
Statistical x x
Mixture techniques x
Adaptive methods x
CNN x
Transformer x