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README.md
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Generalized Intersection over Union (GIoU) and the accuracy of the predicted bounding box class. The evaluation is conducted on 500 pages from the PDF evaluation
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dataset of DocLayNet.
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## Benchmark
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Now, let's compare the performance of this model with other models.
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## Direct Use
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```python
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Generalized Intersection over Union (GIoU) and the accuracy of the predicted bounding box class. The evaluation is conducted on 500 pages from the PDF evaluation
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dataset of DocLayNet.
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| Class | f1-score (x100) | GIoU (x100) | accuracy (x100) |
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|:--------------:|:---------------:|:-----------:|:---------------:|
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| Background | 91.69 | NA | NA |
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| Caption | 41.17 | 29.84 | 21.43 |
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| Footnote | 0 | 24.42 | 0 |
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| Formula | 66.74 | 43.28 | 66.30 |
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| List-item | 55.41 | 42.39 | 85.63 |
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| Page-footer | 70.95 | -9.69 | 70.80 |
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| Page-header | 53.28 | 37.41 | 66.85 |
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| Picture | 68.66 | 64.90 | 93.31 |
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| Section-header | 50.52 | 20.90 | 50.54 |
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| Table | 70.31 | 69.28 | 70.40 |
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| Text | 81.87 | 52.53 | 77.96 |
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| Title | 0 | 31.90 | 0 |
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## Benchmark
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Now, let's compare the performance of this model with other models.
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| Class | f1-score (x100) | GIoU (x100) | accuracy (x100) |
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|:-------------------------------------:|:---------------:|:-----------:|:---------------:|
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| cmarkea/detr-layout-detection | 84.23 | 43.84 | |
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| [cmarkea/dit-base-layout-detection]() | 90.77 | 56.29 | 85.26 |
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## Direct Use
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```python
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