Table 5 Classification results for preliminary experiment using random forest classifier (Experiment ID 1)
From: Feature analysis for classification of trace fluorescent labeled protein crystallization images
Feature set | Norm. | Acc | Pacc | Sensitivity | Adjusted sensitivity |
|---|---|---|---|---|---|
Intensity, Region Otsu, Region G 99, Histogram | Yes | 0.963 | 0.942 | 0.867 | 1 |
Intensity, Region Otsu, Region G 99, Region Morph, Histogram, DCT | No | 0.963 | 0.942 | 0.871 | 1 |
Intensity, Region Otsu, Region G 99, Hough, Texture, Histogram, DCT | Yes | 0.963 | 0.941 | 0.863 | 1 |
Intensity, Region Otsu, Region G 99, Histogram | No | 0.962 | 0.94 | 0.881 | 1 |
Intensity, Region Otsu, Region G 90, Region G 99, Region Morph, Hough, Histogram, DCT | No | 0.962 | 0.94 | 0.867 | 1 |
Intensity, Region Otsu, Region G 90, Region G 99, Region Morph, Texture, Histogram | Yes | 0.962 | 0.939 | 0.865 | 1 |
Intensity, Region Otsu, Region G 99, Hough, Histogram, DCT | Yes | 0.962 | 0.939 | 0.871 | 1 |
Intensity, Region Otsu, Region G 99, Hough, Histogram, DCT | No | 0.962 | 0.939 | 0.869 | 1 |
Intensity, Region G 99, Hough, Texture, Histogram | Yes | 0.962 | 0.938 | 0.861 | 1 |
Intensity, Region Otsu, Region G 90, Region G 99, Region Morph, Histogram | No | 0.962 | 0.938 | 0.861 | 1 |