Abstract
Handwritten Mathematical Expression Recognition (HMER) is a challenging task with many educational applications. Recent methods for HMER have been developed for complex mathematical expressions in standard horizontal format. However, solutions for elementary mathematical expression, such as vertical addition and subtraction, have not been explored in the literature. This work proposes a new handwritten elementary mathematical expression dataset composed of addition and sub-traction expressions in a vertical format. We also extended the MNIST dataset to generate artificial images with this structure. Furthermore, we proposed a solution for offline HMER, able to recognize vertical addition and subtraction expressions. Our analysis evaluated the object detection algorithms YOLO_v7, YOLO_v8, YOLO-NAS, NanoDet and FCOS for identifying the mathematical symbols. We also proposed a transcription method to map the bounding boxes from the object detection stage to a mathematical expression in the LaTeX markup sequence. Results show that our approach is efficient, achieving a high expression recognition rate. The code and dataset are available at https://github.com/Danielgol/HME-VAS.
| Original language | English |
|---|---|
| Title of host publication | Proceedings on the 36th Conference on Graphics, Patterns and Images (SIBGRAPI 2023), November 6th - 9th, 2023, Rio Grande, RS, Brazil |
| Editors | Leonardo Ramos Emmendorfer, Luiz Marcos Garcia Goncalves |
| Place of Publication | U.S. |
| Publisher | IEEE |
| Pages | 73-78 |
| Number of pages | 6 |
| ISBN (Electronic) | 9798350338720 |
| DOIs | |
| Publication status | Published - Dec 2023 |
| Externally published | Yes |
| Event | SIBGRAPI Conference on Graphics, Patterns and Images - Rio Grande, Brazil Duration: 6 Nov 2023 → 9 Nov 2023 Conference number: 36th |
Publication series
| Name | Brazilian Symposium of Computer Graphic and Image Processing |
|---|---|
| ISSN (Print) | 1530-1834 |
Conference
| Conference | SIBGRAPI Conference on Graphics, Patterns and Images |
|---|---|
| Abbreviated title | SIBGRAPI |
| Country/Territory | Brazil |
| City | Rio Grande |
| Period | 6/11/23 → 9/11/23 |
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