Research Article
Focal CTC Loss for Chinese Optical Character Recognition on Unbalanced Datasets
Table 1
Dataset with unbalance ratio 100:1.
| | | accuracy | HF | LF |
| CTC | 0.538 | 0.739 | 0.337 |
| 0.99 | 0.5 | 0.587 | 0.753 | 0.421 | 0.99 | 1 | 0.531 | 0.765 | 0.296 | 0.99 | 2 | 0.511 | 0.742 | 0.280 |
| 0.75 | 0.5 | 0.628 | 0.755 | 0.501 | 0.75 | 1 | 0.538 | 0.709 | 0.368 | 0.75 | 2 | 0.501 | 0.704 | 0.297 |
| 0.5 | 0.5 | 0.525 | 0.741 | 0.310 | 0.5 | 1 | 0.500 | 0.731 | 0.269 | 0.5 | 2 | 0.504 | 0.722 | 0.287 |
| 0.25 | 0.5 | 0.614 | 0.731 | 0.498 | 0.25 | 1 | 0.590 | 0.728 | 0.451 | 0.25 | 2 | 0.508 | 0.685 | 0.331 |
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