Table 2. Segmentation strategies used by the competing methods.
Principle, Feature, and Methodology used in the segmentation phase of the competing algorithms (following the taxonomy shown in Fig. 3) along with the preprocessing and postprocessing strategies employed.
| Algorithm | Preprocessing | Principle | Feature | Methodology | Postprocessing |
|---|---|---|---|---|---|
| COM-US | Noise suppression Intensity normalization |
Homogeneity | Intensity | Thresholding | Size filtering |
| CUL-UK | Noise suppression Illumination correction |
Homogeneity | Intensity | Thresholding | Size filtering |
| CUNI-CZ | Noise suppression | Homogeneity | Intensity | Thresholding | Size filtering Cluster separation |
| FR-Be-GE | Intensity normalization Illumination correction |
Homogeneity Boundary |
Intensity | Energy minimization | Size filtering Hole filling |
| FR-Ro-GE | Intensity normalization Illumination correction |
Homogeneity | Texture descriptor | Machine learning | None |
| HD-Har-GE | Noise suppression Intensity clipping |
Homogeneity | Intensity | Thresholding | Hole filling Cluster separation |
| HD-Hau-GE | None | Homogeneity | Texture descriptor | Machine learning | Size filtering |
| IMCB-SG (1) | Noise suppression Illumination correction |
Homogeneity | Intensity | Thresholding | Size filtering Cluster separation |
| IMCB-SG (2) | Image resampling Noise suppression Illumination correction |
Homogeneity | Intensity | Thresholding | Size filtering Cluster separation |
| KIT-GE | Noise suppression | Homogeneity | Local descriptor | Thresholding | None |
| KTH-SE (1) | Intensity normalization Noise suppression Illumination correction |
Homogeneity | Intensity | Thresholding | Size filtering Hole filling Cluster separation |
| KTH-SE (2) | Intensity normalization Noise suppression Illumination correction |
Homogeneity | Intensity | Thresholding | Size filtering Hole filling Cluster separation |
| KTH-SE (3) | Intensity normalization Illumination correction |
Homogeneity | Local descriptor | Thresholding | Boundary Refinement |
| KTH-SE (4) | Intensity normalization Noise suppression |
Boundary | Intensity | Thresholding | Size filtering Region merging |
| LEID-NL | Noise suppression | Homogeneity | Intensity | Energy minimization | Cluster separation |
| MU-CZ | Noise suppression | Homogeneity | Intensity | Energy minimization | Cluster separation |
| NOTT-UK | Intensity normalization | Homogeneity | Intensity | Thresholding | None |
| PAST-FR | Intensity normalization Noise suppression |
Homogeneity Boundary |
Intensity | Energy minimization | None |
| UP-PT | Image subsampling Noise suppression |
Homogeneity Peak |
Intensity | Thresholding | Boundary refinement |
| UPM-ES | Noise suppression | Homogeneity | Intensity | Thresholding | Size filtering Hole filling Boundary refinement |
| UZH-CH | Intensity normalization Noise suppression Illumination correction |
Homogeneity | Intensity | Region growing | Size filtering Hole filling |