Table 1. First five weak classifiers {h1(x) … h5(x)} selected for structures, with the feature and scale (or max-min over all scales), weak classifier condition, and alpha value. Mag(κ) refers to .
Airway Classifier | Fissure Classifier | Nodule Classifier | Vessel Classifier | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
hi(x) | αi | hi(x) | αi | hi(x) | αi | hi(x) | αi | ||||
κ2 (max) | > 28.4 | 2.71 | mag(κ) (max) | ≤ 32.3 | 1.65 | κ3 (max) | ≤ −24.7 | 1.86 | HU | > −235 | 2.02 |
HU | ≤ −949 | 1.54 | |κ1|−|κ2|/|κ1|+|κ2| (3.5 mm) | > 0.90 | 0.84 | HU | > −746 | 1.16 | κ3 (3.5 mm) | > 5.12 | 1.18 |
κ1 (max) | > 30.5 | 1.16 | mag(κ) (max) | ≤ 70.9 | 0.79 | κ3 (max) | > 19.2 | 0.75 | κ1 (2.4 mm) | ≤ −26.6 | 0.87 |
κ2 (max) | ≤ 28.3 | 0.61 | κ1 (1.0 mm) | ≤ −11.5 | 0.93 | κ2 (1.0 mm) | ≤ −10.1 | 0.53 | |κ3|/sqrt(|κ1κ2|) (max) | ≤ 0.29 | 0.85 |
κ2 (1.0 mm) | > 57.3 | 0.75 | κ1 (max) | > 31.1 | 0.66 | mag(κ) (2.4 mm) | ≤ 77.3 | 0.67 | κ1 (max) | ≤ 32.2 | 0.58 |