Move 28 demo images into assets/ subfolder

README.md

@@ -1,14 +1,3 @@
----
-library_name: transformers
-license: openrail
-license_link: LICENSE
-tags:
-  - ocr
-  - pdf
-  - markdown
-  - layout
----
-
 <h1 align="center">Datalab</h1>
 <p align="center">
   <strong>State of the Art models for Document Intelligence</strong>
@@ -48,16 +37,16 @@ Commercial self-hosting of the model weights requires a license — see [Commerc
 
 ## Model Information
 
-<img src="olmocr_size_chart.png" width="700"/>
+<img src="assets/olmocr_size_chart.png" width="700"/>
 
 
 |                            Detection                             |                                   OCR                                   |
 |:----------------------------------------------------------------:|:-----------------------------------------------------------------------:|
-|  <img src="excerpt.png" width="280"/>  |  <img src="excerpt_text.png" width="280"/> |
+|  <img src="assets/excerpt.png" width="280"/>  |  <img src="assets/excerpt_text.png" width="280"/> |
 
 |                               Layout                               |                       Table Recognition                       |
 |:------------------------------------------------------------------:|:-------------------------------------------------------------:|
-| <img src="excerpt_layout.png" width="280"/> | <img src="scanned_tablerec.png" width="280"/> |
+| <img src="assets/excerpt_layout.png" width="280"/> | <img src="assets/scanned_tablerec.png" width="280"/> |
 
 
 Surya is named for the [Hindu sun god](https://en.wikipedia.org/wiki/Surya), who has universal vision.
@@ -68,11 +57,11 @@ Each row links to five annotated views of the same page: text-line detection, OC
 
 | Name              |              Detection              |                                       OCR |                                       Layout |                                          Order |                                       Table Rec |
 |-------------------|:-----------------------------------:|------------------------------------------:|---------------------------------------------:|------------------------------------------------:|------------------------------------------------:|
-| Newspaper         | [Image](newspaper.png) | [Image](newspaper_text.png) | [Image](newspaper_layout.png) | [Image](newspaper_reading.png) |                                                  |
-| Textbook          | [Image](textbook.png)  | [Image](textbook_text.png)  | [Image](textbook_layout.png)  | [Image](textbook_reading.png)  |                                                  |
-| Tax Form          | [Image](form.png)      | [Image](form_text.png)      | [Image](form_layout.png)      | [Image](form_reading.png)      | [Image](form_tablerec.png)      |
-| Handwritten Notes | [Image](handwritten.png) | [Image](handwritten_text.png) | [Image](handwritten_layout.png) | [Image](handwritten_reading.png) | [Image](handwritten_tablerec.png) |
-| Corporate Doc     | [Image](corporate.png) | [Image](corporate_text.png) | [Image](corporate_layout.png) | [Image](corporate_reading.png) | [Image](corporate_tablerec.png) |
+| Newspaper         | [Image](assets/newspaper.png) | [Image](assets/newspaper_text.png) | [Image](assets/newspaper_layout.png) | [Image](assets/newspaper_reading.png) |                                                  |
+| Textbook          | [Image](assets/textbook.png)  | [Image](assets/textbook_text.png)  | [Image](assets/textbook_layout.png)  | [Image](assets/textbook_reading.png)  |                                                  |
+| Tax Form          | [Image](assets/form.png)      | [Image](assets/form_text.png)      | [Image](assets/form_layout.png)      | [Image](assets/form_reading.png)      | [Image](assets/form_tablerec.png)      |
+| Handwritten Notes | [Image](assets/handwritten.png) | [Image](assets/handwritten_text.png) | [Image](assets/handwritten_layout.png) | [Image](assets/handwritten_reading.png) | [Image](assets/handwritten_tablerec.png) |
+| Corporate Doc     | [Image](assets/corporate.png) | [Image](assets/corporate_text.png) | [Image](assets/corporate_layout.png) | [Image](assets/corporate_reading.png) | [Image](assets/corporate_tablerec.png) |
 
 # Commercial usage
 
@@ -364,7 +353,7 @@ standard quality benchmark for document parsers.
 
 ## olmOCR-bench
 
-Best-in-class accuracy under 1B parameters; pareto-optimal vs every model 3B and below.
+Pareto-optimal on the size-vs-score frontier, and best in class under 3B params.
 
 | Model                       | Params    | Score    |
 |-----------------------------|----------:|---------:|
@@ -416,7 +405,7 @@ Top 15 widely-spoken languages:
 | `es` | Spanish     | 90.7% |
 | `vi` | Vietnamese  | 73.2% |
 
-See [https://github.com/datalab-to/surya/blob/main/static/docs/multilingual.md](https://github.com/datalab-to/surya/blob/main/static/docs/multilingual.md) for the full 91-language table.
+See [https://github.com/datalab-to/surya/blob/master/static/docs/multilingual.md](https://github.com/datalab-to/surya/blob/master/static/docs/multilingual.md) for the full 91-language table.
 
 ## Throughput