Update README.md

README.md

@@ -45,6 +45,9 @@ model-index:
     - name: f1
       type: f1
       value: 0.8634
+    - name: accuracy
+      type: accuracy
+      value: 0.6815
 ---
 
 <!-- This model card has been generated automatically according to the information the Trainer had access to. You
@@ -59,7 +62,29 @@ It achieves the following results on the evaluation set:
 - Precision: 0.8634
 - Recall: 0.8634
 - F1: 0.8634
-- Accuracy: 0.8634
+- Token Accuracy: 0.8634
+- Paragraph Accuracy: 0.6815
+
+## Accuracy at paragraph level
+
+- Paragraph Accuracy: 68.15%
+- Accuracy by label
+  - Caption: 22.82%
+  - Footnote: 0.0%
+  - Formula: 97.33%
+  - List-item: 8.42%
+  - Page-footer: 98.77%
+  - Page-header: 77.81%
+  - Picture: 39.16%
+  - Section-header: 76.17%
+  - Table: 37.7%
+  - Text: 86.78%
+  - Title: 0.0%
+
+![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/paragraphs_labels_accuracy_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_paragraphs_DocLayNet_base_test_LayoutXLM_base_paragraph_level_512.png)
+
 
 ## References
 
@@ -175,4 +200,12 @@ The following hyperparameters were used during training:
 - Transformers 4.26.1
 - Pytorch 1.13.1+cu116
 - Datasets 2.9.0
-- Tokenizers 0.13.2
+- Tokenizers 0.13.2
+
+## Other models
+- Line level
+  - [Document Understanding model (finetuned LiLT base at line level on DocLayNet base)](https://huggingface.co/pierreguillou/lilt-xlm-roberta-base-finetuned-with-DocLayNet-base-at-linelevel-ml384) (line accuracy: xxxx)
+  - [Document Understanding model (finetuned LayoutXLM base at line level on DocLayNet base)](https://huggingface.co/pierreguillou/layout-xlm-base-finetuned-with-DocLayNet-base-at-linelevel-ml384) (line accuracy: xxx)
+- Paragraph level
+  - [Document Understanding model (finetuned LiLT base at paragraph level on DocLayNet base)](https://huggingface.co/pierreguillou/lilt-xlm-roberta-base-finetuned-with-DocLayNet-base-at-paragraphlevel-ml512) (paragraph accuracy: 68.15%)
+  - [Document Understanding model (finetuned LayoutXLM base at paragraph level on DocLayNet base)](https://huggingface.co/pierreguillou/layout-xlm-base-finetuned-with-DocLayNet-base-at-paragraphlevel-ml512) (paragraph accuracy: 86.55%)