Research Article
Deep Convolutional Extreme Learning Machine and Its Application in Handwritten Digit Classification
Table 5
Performance on USPS (with 7000 training samples).
| Algorithms | Training time (s) | Training accuracy | Testing accuracy | Mean | Std | Mean | Std |
| ELM | 90.1 | 0.9974 | 0.0016 | 0.9323 | 0.0021 | LRF-ELM | 37.5 | 0.9849 | 0.0045 | 0.9651 | 0.0027 | DC-ELM | 20.6 | 0.9783 | 0.0034 | 0.9693 | 0.0028 | CNN | 2590.3 | 0.9750 | 0.0022 | 0.9614 | 0.0021 | DBN | 3861.4 | 0.9696 | 0.0033 | 0.9586 | 0.0026 |
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