Table 5.
Line | Experiment | Evaluation | Pre-processing | Feat. Detection | Mapping | Feat. Representation | Classifier | BoW | ||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
SE | SP | Type | {8,1} | {16,2} | {24,3} | |||||||
1 | 2 | 81.2 | 93.7 | NLM+F | LBP | ✓ | Local | High | SVM | ✓ | ||
2 | 2 | 75.0 | 93.7 | NLM+F+A | LBP | ✓ | Local | High | SVM | ✓ | ||
3 | 2 | 75.0 | 93.7 | NLM | LBP | ✓ | Local | High | SVM | ✓ | ||
4 | 2 | 75.0 | 100 | NLM | LBP-TOP | ✓ | Local | High | SVM | ✓ | ||
5 | 2 | 81.2 | 87.5 | NLM | LBP-TOP | ✓ | Local | High | SVM | ✓ | ||
6 | 2 | 81.2 | 87.5 | NLM+F+A | LBP-TOP | ✓ | Local | High | RF | ✓ | ||
7 | 2 | 81.2 | 81.2 | NLM | LBP | ✓ | Local | High | RF | ✓ | ||
8 | 3 | 81.2 | 81.2 | NLM | LBP-TOP | ✓ | Global | Low | RF | |||
9 | 2 | 81.2 | 81.2 | NLM+F | LBP-TOP | ✓ | Local | High | SVM | ✓ | ||
10 | 3 | 81.2 | 81.2 | NLM+F+A | LBP-TOP | ✓ | Global | Low | GB | |||
11 | 3 | 81.2 | 81.2 | NLM+F | LBP-TOP | ✓ | Global | Low | RF | |||
12 | 2 | 75.0 | 87.5 | NLM | LBP | ✓ | Local | High | k-NN | ✓ | ||
13 | Lemaitre et al. [12] | 75.0 | 87.5 | NLM | LBP | ✓ | Local | High | RF | ✓ | ||
14 | Lemaitre et al. [12] | 75.0 | 87.5 | NLM | LBP-TOP | ✓ | Global | Low | RF | |||
15 | 2 | 68.7 | 93.7 | NLM | LBP | ✓ | Global | High | RF | ✓ | ||
16 | 3 | 75 | 81.2 | NLM+F+A | LBP-TOP | ✓ | Global | Low | RF | |||
17 | 2 | 68.7 | 81.2 | NLM | LBP-TOP | ✓ | Local | High | RF | ✓ | ||
18 | 3 | 62.5 | 93.7 | NLM | LBP-TOP | ✓ | Global | Low | SVM | |||
19 | 3 | 68.7 | 87.5 | NLM | LBP-TOP | ✓ | Global | Low | RF | |||
20 | 3 | 68.7 | 81.2 | NLM | LBP-TOP | Global | Low | RF | ||||
21 | 3 | 75.0 | 75.0 | NLM | LBP-TOP | Global | Low | RF | ||||
22 | 3 | 68.7 | 75.0 | NLM+F | LBP-TOP | ✓ | Global | Low | SVM | |||
23 | 3 | 56.2 | 75.0 | NLM | LBP | ✓ | Global | Low | RF | |||
24 | 3 | 56.2 | 75.0 | NLM+F | LBP | ✓ | Global | Low | k-NN | |||
25 | 3 | 56.2 | 75.0 | NLM+F+A | LBP | ✓ | Global | Low | k-NN | |||
26 | Venhuizen et al. [10] | 61.5 | 58.8 |