Research Article
A Study of Feature Combination for Vehicle Detection Based on Image Processing
Table 11
Performance of the proposed ensembles for the right region.
(a) |
| PCA+V-HOG ++ + | Accuracy | Recall | Precision |
| RMM-SA | 97.64 | 97.95 | 97.32 | RMM-WA | 98.56 | 98.91 | 98.20 | DS-SA | 97.50 | 97.75 | 97.24 | DS-WA | 98.66 | 98.95 | 98.36 |
|
|
(b) |
| PCA++ + | Accuracy
| Recall
| Precision
|
| RMM-SA | 97.04 | 97.42 | 96.64 | RMM-WA | 98.60 | 99.11 | 98.08 | DS-SA | 96.70 | 96.99 | 96.40 | DS-WA | 98.64 | 98.95 | 98.32 |
|
|
(c) |
| PCA++ | Accuracy | Recall | Precision |
| RMM-SA | 95.26 | 95.66 | 94.84 | RMM-WA | 98.22 | 98.36 | 98.08 | DS-SA | 94.86 | 94.96 | 94.76 | DS-WA | 98.46 | 98.52 | 98.40 |
|
|
(d) |
| PCA++ | Accuracy | Recall | Precision |
| RMM-SA | 95.04 | 95.26 | 94.80 | RMM-WA | 98.20 | 98.63 | 97.76 | DS-SA | 94.72 | 95.01 | 94.40 | DS-WA | 98.64 | 98.96 | 98.32 |
|
|
(e) |
| PCA+ | Accuracy | Recall | Precision |
| RMM-SA | 97.58 | 97.38 | 97.80 | RMM-WA | 98.18 | 97.97 | 98.40 | DS-SA | 97.58 | 97.38 | 97.80 | DS-WA | 98.32 | 98.21 | 98.44 |
|
|