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@@ -24,10 +24,30 @@ For semantic segmentation, we will use the F1-score to evaluate the classificati
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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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+
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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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+
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  ## Direct Use
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  ```python