| language: en | |
| license: mit | |
| ... | |
| # Page Filtering | |
| Model to identify pages in children's books of the long 19th century (ca. 1789-1914) | |
| that contain illustrations. It is used to filter non-relevant pages without | |
| illustrations trained on hand-coded data. | |
| Results on our validation dataset: | |
| | | f1score | precision | recall | accuracy | | |
| |:---------------|----------:|------------:|---------:|:-----------| | |
| | not-relevant | 99.63 | 100 | 99.26 | - | | |
| | relevant-cover | 85.71 | 75 | 100 | - | | |
| | relevant-page | 100 | 100 | 100 | - | | |
| | Macro Avg. | 95.11 | 91.67 | 99.75 | 99.37 | | |
| Dataset: | |
| | | data | train | test | | |
| |:---------------|-------:|--------:|-------:| | |
| | not-relevant | 902 | 631 | 271 | | |
| | relevant-cover | 20 | 14 | 6 | | |
| | relevant-page | 136 | 95 | 41 | |