Research Article
Feature Selection and Classification for High-Dimensional Incomplete Multimodal Data
Table 6
Comparison of classification accuracy of incomplete and complete multimodality data on dslr.
| | The type of data | Modalities | The size of data | ACC (%) |
| | Individual modality | Decaf-LeNet | 50 | 72.00 | | Surf | 50 | 70.00 | | Decaf-AlexNet | 50 | 70.00 |
| | Two modalities | Surf+Decaf-LeNet | 54 | 61.90 | | Surf+Decaf-AlexNet | 54 | 61.90 | | Decaf-LeNet+Decaf-AlexNet | 54 | 71.43 |
| | Complete data | Surf+Decaf-LeNet+Decaf-AlexNet | 50 | 80.00 |
| | Incomplete data | Surf, Surf+Decaf-AlexNet,
Surf+Decaf-LeNet+Decaf-AlexNet | 154 | 93.25 | Decaf-LeNet, Surf+Decaf-LeNet,
Sur+Decaf-LeNet+Decaf-AlexNet | 154 | 92.98 | Decaf-LeNet, Decaf-AlexNet+Decaf-LeNet,
Sur+Decaf-LeNet+Decaf-AlexNet | 154 | 91.23 |
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