Update README.md

README.md

@@ -48,7 +48,7 @@ At last, in order to use Hugging Face notebooks on fine-tuning layout models lik
 
 For all these reasons, I decided to process the DocLayNet dataset:
 - into 3 datasets of different sizes:
-  - [DocLayNet small](https://huggingface.co/datasets/pierreguillou/DocLayNet-small) < 1.000k document images
+  - [DocLayNet small](https://huggingface.co/datasets/pierreguillou/DocLayNet-small) < 1.000k document images (691 train, 64 val, 49 test)
   - [DocLayNet base](https://huggingface.co/datasets/pierreguillou/DocLayNet-base) < 10.000k document images- with associated texts,
   - DocLayNet large with full dataset (to be done)
 - and in a format facilitating their use by HF notebooks.
@@ -82,6 +82,21 @@ DatasetDict({
 })
 ```
 
+## Annotated bounding boxes
+
+The DocLayNet base makes easy to display document image with the annotaed bounding boxes of paragraphes or lines.
+
+Check the notebook [processing_DocLayNet_dataset_to_be_used_by_layout_models_of_HF_hub.ipynb]() in order to get the code.
+
+### Paragraphes
+
+![Annotaded DocLayNet document image with bounding boxes and categories of paragraphes](https://huggingface.co/datasets/pierreguillou/DocLayNet-small/resolve/main/DocLayNet_image_annotated_bounding_boxes_paragraph.png)
+
+### Lines
+
+![Annotaded DocLayNet document image with bounding boxes and categories of lines](https://huggingface.co/datasets/pierreguillou/DocLayNet-small/resolve/main/DocLayNet_image_annotated_bounding_boxes_line.png)
+
+
 ### HF notebooks
 
 - [notebooks LayoutLM](https://github.com/NielsRogge/Transformers-Tutorials/tree/master/LayoutLM) (Niels Rogge)