{ "access": { "embargo": { "active": false, "reason": null }, "files": "public", "record": "public", "status": "open" }, "created": "2020-10-29T13:17:48.216405+00:00", "custom_fields": { "meeting:meeting": { "acronym": "ICPR2020", "dates": "10-15 January 2021", "place": "Milan, Italy", "title": "25th INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION", "url": "https://www.micc.unifi.it/icpr2020/" } }, "deletion_status": { "is_deleted": false, "status": "P" }, "files": { "count": 2, "enabled": true, "entries": { "ds2_complete.tar.gz": { "checksum": "md5:a229b605e7bfc5d1ce019d1b86253cf2", "ext": "gz", "id": "822ce42a-3e09-4436-b063-bdedeae6eaf7", "key": "ds2_complete.tar.gz", "metadata": null, "mimetype": "application/gzip", "size": 80925561304 }, "ds2_dense.tar.gz": { "checksum": "md5:7237318e381e6e0848ec30eb82decb83", "ext": "gz", "id": "09491f41-1532-479e-ae6b-cbb3f80771d4", "key": "ds2_dense.tar.gz", "metadata": null, "mimetype": "application/gzip", "size": 741814529 } }, "order": [], "total_bytes": 81667375833 }, "id": "4012193", "is_draft": false, "is_published": true, "links": { "access": "https://zenodo.org/api/records/4012193/access", "access_links": "https://zenodo.org/api/records/4012193/access/links", "access_request": "https://zenodo.org/api/records/4012193/access/request", "access_users": "https://zenodo.org/api/records/4012193/access/users", "archive": "https://zenodo.org/api/records/4012193/files-archive", "archive_media": "https://zenodo.org/api/records/4012193/media-files-archive", "communities": "https://zenodo.org/api/records/4012193/communities", "communities-suggestions": "https://zenodo.org/api/records/4012193/communities-suggestions", "doi": "https://doi.org/10.5281/zenodo.4012193", "draft": "https://zenodo.org/api/records/4012193/draft", "files": "https://zenodo.org/api/records/4012193/files", "latest": "https://zenodo.org/api/records/4012193/versions/latest", "latest_html": "https://zenodo.org/records/4012193/latest", "media_files": "https://zenodo.org/api/records/4012193/media-files", "parent": "https://zenodo.org/api/records/4012192", "parent_doi": "https://zenodo.org/doi/10.5281/zenodo.4012192", "parent_html": "https://zenodo.org/records/4012192", "requests": "https://zenodo.org/api/records/4012193/requests", "reserve_doi": "https://zenodo.org/api/records/4012193/draft/pids/doi", "self": "https://zenodo.org/api/records/4012193", "self_doi": "https://zenodo.org/doi/10.5281/zenodo.4012193", "self_html": "https://zenodo.org/records/4012193", "self_iiif_manifest": "https://zenodo.org/api/iiif/record:4012193/manifest", "self_iiif_sequence": "https://zenodo.org/api/iiif/record:4012193/sequence/default", "versions": "https://zenodo.org/api/records/4012193/versions" }, "media_files": { "count": 0, "enabled": false, "entries": {}, "order": [], "total_bytes": 0 }, "metadata": { "additional_descriptions": [ { "description": "The authors are grateful for the support through Innosuisse grant No. 34301.1 IP-ICT \"RealScore\", EuropeanResearch Council Advanced Grant 742870, and the continued fruitful collaboration with ScorePad AG.", "type": { "id": "notes", "title": { "de": "Anmerkungen", "en": "Notes" } } } ], "creators": [ { "affiliations": [ { "name": "ZHAW Datalab & USi" } ], "person_or_org": { "family_name": "Tuggener", "given_name": "Lukas", "name": "Tuggener, Lukas", "type": "personal" } }, { "affiliations": [ { "name": "ZHAW Datalab" } ], "person_or_org": { "family_name": "Satyawan", "given_name": "Yvan Putra", "name": "Satyawan, Yvan Putra", "type": "personal" } }, { "affiliations": [ { "name": "TU Wien" } ], "person_or_org": { "family_name": "Pacha", "given_name": "Alexander", "name": "Pacha, Alexander", "type": "personal" } }, { "affiliations": [ { "name": "The Swiss AI Lab IDSIA (USI & SUPSI)" } ], "person_or_org": { "family_name": "Schmidhuber", "given_name": "J\u00fcrgen", "name": "Schmidhuber, J\u00fcrgen", "type": "personal" } }, { "affiliations": [ { "name": "ZHAW Datalab" } ], "person_or_org": { "family_name": "Stadelmann", "given_name": "Thilo", "name": "Stadelmann, Thilo", "type": "personal" } } ], "description": "
The DeepScoresV2 Dataset for Music Object Detection contains digitally rendered images of written sheet music, together with the corresponding ground truth to fit various types of machine learning models. A total of 151 Million different instances of music symbols, belonging to 135 different classes are annotated. The total Dataset contains 255,385 Images. For most researches, the dense version, containing 1714 of the most diverse and interesting images, should suffice.
\n\nThe dataset contains ground in the form of:
\n\nThe accompaning paper The DeepScoresV2 Dataset and Benchmark for Music Object Detection published at ICPR2020 can be found here:
\n\nhttps://digitalcollection.zhaw.ch/handle/11475/20647
\n\n\n\n
A toolkit for convenient loading and inspection of the data can be found here:
\n\nhttps://github.com/yvan674/obb_anns
\n\nCode to train baseline models can be found here:
\n\nhttps://github.com/tuggeluk/mmdetection/tree/DSV2_Baseline_FasterRCNN
\n\nhttps://github.com/tuggeluk/DeepWatershedDetection/tree/dwd_old
\n\n\n\n
", "languages": [ { "id": "eng", "title": { "en": "English" } } ], "publication_date": "2020-09-02", "publisher": "Zenodo", "resource_type": { "id": "dataset", "title": { "de": "Datensatz", "en": "Dataset" } }, "rights": [ { "description": { "en": "The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited." }, "icon": "cc-by-icon", "id": "cc-by-4.0", "props": { "scheme": "spdx", "url": "https://creativecommons.org/licenses/by/4.0/legalcode" }, "title": { "en": "Creative Commons Attribution 4.0 International" } } ], "subjects": [ { "subject": "Music Object Regognition" }, { "subject": "Deep Learning" }, { "subject": "Object Detection" }, { "subject": "OMR" }, { "subject": "DeepScores" }, { "subject": "Deep Scores" } ], "title": "DeepScoresV2", "version": "2.0" }, "parent": { "access": { "owned_by": { "user": 98172 } }, "communities": {}, "id": "4012192", "pids": { "doi": { "client": "datacite", "identifier": "10.5281/zenodo.4012192", "provider": "datacite" } } }, "pids": { "doi": { "client": "datacite", "identifier": "10.5281/zenodo.4012193", "provider": "datacite" }, "oai": { "identifier": "oai:zenodo.org:4012193", "provider": "oai" } }, "revision_id": 9, "stats": { "all_versions": { "data_volume": 302757018501085.0, "downloads": 5490, "unique_downloads": 2052, "unique_views": 4384, "views": 5149 }, "this_version": { "data_volume": 302507565486412.0, "downloads": 5478, "unique_downloads": 2041, "unique_views": 4327, "views": 5075 } }, "status": "published", "updated": "2023-06-07T15:07:08.933354+00:00", "versions": { "index": 1, "is_latest": true } }