Research Article
Deep Convolutional Extreme Learning Machine and Its Application in Handwritten Digit Classification
Table 6
Performance on USPS (with 10000 training samples).
| Algorithms | Training time (s) | Training accuracy | Testing accuracy | Mean | Std | Mean | Std |
| ELM | 109.5 | 0.9992 | 0.0011 | 0.9650 | 0.0013 | LRF-ELM | 55.2 | 0.9948 | 0.0039 | 0.9803 | 0.0022 | DC-ELM | 27.8 | 0.9889 | 0.0025 | 0.9843 | 0.0014 | CNN | 3731.5 | 0.9815 | 0.0019 | 0.9736 | 0.0020 | DBN | 5284.1 | 0.9877 | 0.0024 | 0.9704 | 0.0015 |
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