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@@ -11,9 +11,7 @@ datasets:
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  The model and its training code has been mainly taken from: [Tensorpack](https://github.com/tensorpack/tensorpack/tree/master/examples/FasterRCNN) .
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- Please check: [Xu Zhong et. all. - PubLayNet: largest dataset ever for document layout analysis](https://arxiv.org/abs/1908.07836).
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-
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- This model is different from the model used the paper.
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  The code has been adapted so that it can be used in a **deep**doctection pipeline.
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@@ -64,4 +62,5 @@ train_faster_rcnn(path_config_yaml=path_config_yaml,
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  build_val_config=build_val_config,
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  metric=coco_metric,
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  pipeline_component_name="ImageLayoutService"
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- )```
 
 
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  The model and its training code has been mainly taken from: [Tensorpack](https://github.com/tensorpack/tensorpack/tree/master/examples/FasterRCNN) .
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+ Regarding the dataset, please check: [Xu Zhong et. all. - Image-based table recognition: data, model, and evaluation](https://arxiv.org/abs/1911.10683).
 
 
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  The code has been adapted so that it can be used in a **deep**doctection pipeline.
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  build_val_config=build_val_config,
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  metric=coco_metric,
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  pipeline_component_name="ImageLayoutService"
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+ )
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+ ```