Research Article
An Indoor Scene Classification Method for Service Robot Based on CNN Feature
Table 7
Comparison between the proposed method and other advanced methods on MIT 67 dataset.
| Method | Accuracy of Some Scenes | Average Accuracy | Bedroom | Kitchen | Living room | PAR office | Store |
| Method in [16] | 0.413 | 0.289 | 0.521 | 0.505 | 0.185 | 0.389 | Method in [17] | 0.453 | 0.277 | 0.538 | 0.542 | 0.252 | 0.429 | Method in [3] | 0.47 | 0.276 | 0.542 | 0.587 | 0.235 | 0.443 | Method in [18] | - | - | - | - | - | 0.7286 | Method in [19] | - | - | - | - | - | 0.7963 | Method in [20] | - | - | - | - | - | 0.8075 | Our method | Model 1 | 0.88 | 0.68 | 0.93 | 0.97 | 0.63 | 0.7726 | Model 2 | 0.93 | 0.75 | 0.95 | 0.97 | 0.70 | 0.8169 | Model 3 | 0.90 | 0.70 | 0.93 | 0.97 | 0.67 | 0.7842 |
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