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@@ -17,12 +17,12 @@ This model allows extracting 11 entities, which are: Caption, Footnote, Formula,
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  ## Performance
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- In this section, we will evaluate the model's performance by separating semantic segmentation from object detection, with the understanding that no post-processing
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- has been applied after estimation.
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- **Semantic segmentation**
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-
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- **Object detection**
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  ## Direct Use
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  ## Performance
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+ In this section, we will assess the model's performance by separately considering semantic segmentation and object detection. In both cases, no post-processing was
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+ applied after estimation.
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+ For semantic segmentation, we will use the F1-score to evaluate the classification of each pixel. For object detection, we will assess performance based on the
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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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  ## Direct Use
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