Update README.md

README.md

@@ -48,7 +48,7 @@ model-index:
       value: 0.7739
     - name: accuracy
       type: accuracy
-      value: 0.87
+      value: 0.8655
 ---
 
 # Document Understanding model (finetuned LiLT base at paragraph level on DocLayNet base)
@@ -65,7 +65,24 @@ It achieves the following results on the evaluation set:
 
 ## Accuracy at paragraph level
 
-![Accuracy of the labeled blocks of the dataset DocLayNet base of test (model: LayoutXLM base finetuned on DocLayNet base)](https://huggingface.co/pierreguillou/layout-xlm-base-finetuned-with-DocLayNet-base-at-paragraphlevel-ml512/resolve/main/docs/accuracy_labeled_blocks_DocLayNet_base_test_LayoutXLM_base_paragraph_level_512.png)
+![Confusion matrix of the labeled blocks of the dataset DocLayNet base of test (model: LayoutXLM base finetuned on DocLayNet base)](https://huggingface.co/pierreguillou/layout-xlm-base-finetuned-with-DocLayNet-base-at-paragraphlevel-ml512/resolve/main/docs/confusion_matrix_labeled_blocks_DocLayNet_base_test_LayoutXLM_base_paragraph_level_512.png)
+
+Paragraph Accuracy: 86.55%
+
+![Paragraphs labels vs accuracy (%) of the dataset DocLayNet base of test (model: LayoutXLM base finetuned on DocLayNet base))](https://huggingface.co/pierreguillou/layout-xlm-base-finetuned-with-DocLayNet-base-at-paragraphlevel-ml512/resolve/main/docs/confusion_matrix_labeled_blocks_DocLayNet_base_test_LayoutXLM_base_paragraph_level_512.png)
+
+Accuracy by label
+- Caption: 63.76%
+- Footnote: 31.91%
+- Formula: 95.33%
+- List-item: 79.31%
+- Page-footer: 99.51%
+- Page-header: 88.75%
+- Picture: 90.91%
+- Section-header: 83.16%
+- Table: 68.25%
+- Text: 91.37%
+- Title: 50.0%
 
 ## References