Table 4.
Properties of various features in evaluation. Note, all human-engineered features are pre-determined and dataset independent; while features from unsupervised feature learning are task/dataset-dependent, and are able to capture task/dataset-specific information, such as potentially meaningful morphometric patterns in tissue histology.
| FE | Design | Target | Biological Information |
|---|---|---|---|
| CMF | Human-Engineered | Cell (dataset independent) | Cellular morphometric information |
| SIFT | Human-Engineered | Generic (dataset independent) | NA |
| CT | Human-Engineered | Color and texture patterns (dataset independent) | NA |
| PSD | Learned | Generic (dataset dependent) | Dataset dependent |