The basic idea would be to support the current scenario of Audiveris OMR integration with MuseScore by accumulating a large correct dataset. The OMR needs to be successfully trained on a large dataset so that it can provide precise outputs which will help the Music community. To carry out this task, a new metadata XML format, similar to the output understandable by Audiveris, is to be implemented in the application so that scores are saved as the desired XML. This project will create a huge dataset of annotated music symbols that will help Audiveris perform better which in turn will bring out a new dimension to Musescore as a feature. This functionality will be able to help support other OMR projects.