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dc.contributor.author Hajič jr., Jan
dc.date.accessioned 2017-08-25T08:18:16Z
dc.date.available 2017-08-25T08:18:16Z
dc.date.issued 2017-08-25
dc.identifier.uri http://hdl.handle.net/11372/LRT-2372
dc.description MUSCIMA++ is a dataset of handwritten music notation for musical symbol detection. It contains 91255 symbols, consisting of both notation primitives and higher-level notation objects, such as key signatures or time signatures. There are 23352 notes in the dataset, of which 21356 have a full notehead, 1648 have an empty notehead, and 348 are grace notes. For each annotated object in an image, we provide both the bounding box, and a pixel mask that defines exactly which pixels within the bounding box belong to the given object. Composite constructions, such as notes, are captured through explicitly annotated relationships of the notation primitives (noteheads, stems, beams...). This way, the annotation provides an explicit bridge between the low-level and high-level symbols described in Optical Music Recognition literature. MUSCIMA++ has annotations for 140 images from the CVC-MUSCIMA dataset [2], used for handwritten music notation writer identification and staff removal. CVC-MUSCIMA consists of 1000 binary images: 20 pages of music were each re-written by 50 musicians, binarized, and staves were removed. We had 7 different annotators marking musical symbols: each annotator marked one of each 20 CVC-MUSCIMA pages, with the writers selected so that the 140 images cover 2-3 images from each of the 50 CVC-MUSCIMA writers. This setup ensures maximal variability of handwriting, given the limitations in annotation resources. The MUSCIMA++ dataset is intended for musical symbol detection and classification, and for music notation reconstruction. A thorough description of its design is published on arXiv [2]: https://arxiv.org/abs/1703.04824 The full definition of the ground truth is given in the form of annotator instructions.
dc.language.iso zxx
dc.publisher Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL)
dc.relation.isreferencedby https://ufal.mff.cuni.cz/~hajicj/2017/docs/icdar2017_CAMERA.pdf
dc.rights Creative Commons - Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)
dc.rights.uri http://creativecommons.org/licenses/by-nc-sa/4.0/
dc.source.uri https://ufal.mff.cuni.cz/muscima/
dc.subject Optical Music Recognition
dc.subject Music Notation
dc.subject Graph-Based Representation
dc.subject Symbol Detection
dc.title MUSCIMA++
dc.type corpus
metashare.ResourceInfo#ContentInfo.mediaType image
dc.rights.label PUB
has.files yes
branding LRT + Open Submissions
demo.uri https://muscimarker.readthedocs.io/en/latest/instructions.html
contact.person Jan Hajič jr. hajicj@ufal.mff.cuni.cz Charles University in Prague, UFAL
sponsor Grantová agentura České republiky GAP103/12/G084 Centrum pro multi-modální interpretaci dat velkého rozsahu nationalFunds
sponsor Grantová agentura Univerzity Karlovy v Praze GAUK 1444217/2017 Multimodal Optical Music Recognition using Deep Learning nationalFunds
size.info 173516 items
files.size 21790185
files.count 1


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  • v1.0
    • LICENSE20 kB
    • README19 kB
    • specifications
      • testset-independent.txt600 B
      • mff-muscima-mlclasses-annot.deprules4 kB
      • cvc-muscima-image-list.txt840 B
      • testset-dependent.txt600 B
      • mff-muscima-mlclasses-annot.xml24 kB
    • data
      • images
        • cropobjects_withstaff
          • CVC-MUSCIMA_W-32_N-09_D-ideal.xml414 kB
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        • cropobjects_manual
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          • CVC-MUSCIMA_W-38_N-01_D-ideal.xml573 kB
          • CVC-MUSCIMA_W-27_N-03_D-ideal.xml569 kB
          • CVC-MUSCIMA_W-09_N-06_D-ideal.xml607 kB
          • CVC-MUSCIMA_W-30_N-17_D-ideal.xml614 kB
          • CVC-MUSCIMA_W-21_N-08_D-ideal.xml509 kB
          • CVC-MUSCIMA_W-10_N-18_D-ideal.xml826 kB
          • CVC-MUSCIMA_W-41_N-02_D-ideal.xml451 kB
          • CVC-MUSCIMA_W-03_N-01_D-ideal.xml624 kB
          • CVC-MUSCIMA_W-43_N-14_D-ideal.xml479 kB
          • CVC-MUSCIMA_W-25_N-09_D-ideal.xml339 kB
          • CVC-MUSCIMA_W-36_N-10_D-ideal.xml636 kB
          • CVC-MUSCIMA_W-26_N-19_D-ideal.xml343 kB
          • CVC-MUSCIMA_W-25_N-12_D-ideal.xml621 kB
          • CVC-MUSCIMA_W-25_N-20_D-ideal.xml513 kB
          • CVC-MUSCIMA_W-17_N-18_D-ideal.xml778 kB
          • CVC-MUSCIMA_W-50_N-08_D-ideal.xml562 kB
          • CVC-MUSCIMA_W-02_N-17_D-ideal.xml553 kB
          • CVC-MUSCIMA_W-01_N-10_D-ideal.xml567 kB
          • CVC-MUSCIMA_W-13_N-02_D-ideal.xml494 kB
          • CVC-MUSCIMA_W-23_N-13_D-ideal.xml495 kB
          • CVC-MUSCIMA_W-44_N-06_D-ideal.xml656 kB
          • CVC-MUSCIMA_W-35_N-05_D-ideal.xml504 kB
          • CVC-MUSCIMA_W-05_N-11_D-ideal.xml528 kB
          • CVC-MUSCIMA_W-24_N-07_D-ideal.xml365 kB
          • CVC-MUSCIMA_W-26_N-04_D-ideal.xml564 kB
          • CVC-MUSCIMA_W-15_N-14_D-ideal.xml396 kB
          • CVC-MUSCIMA_W-36_N-15_D-ideal.xml443 kB
          • CVC-MUSCIMA_W-09_N-17_D-ideal.xml563 kB
          • CVC-MUSCIMA_W-08_N-10_D-ideal.xml565 kB
          • CVC-MUSCIMA_W-37_N-17_D-ideal.xml564 kB
          • CVC-MUSCIMA_W-28_N-08_D-ideal.xml570 kB
          • CVC-MUSCIMA_W-49_N-09_D-ideal.xml336 kB
          • CVC-MUSCIMA_W-48_N-02_D-ideal.xml488 kB
          • CVC-MUSCIMA_W-34_N-16_D-ideal.xml620 kB
          • CVC-MUSCIMA_W-06_N-03_D-ideal.xml589 kB
          • CVC-MUSCIMA_W-45_N-01_D-ideal.xml574 kB
          • CVC-MUSCIMA_W-34_N-03_D-ideal.xml567 kB
          • CVC-MUSCIMA_W-16_N-06_D-ideal.xml707 kB
          • CVC-MUSCIMA_W-07_N-05_D-ideal.xml534 kB
          • CVC-MUSCIMA_W-08_N-15_D-ideal.xml418 kB
          • CVC-MUSCIMA_W-10_N-01_D-ideal.xml546 kB
      • ERRATA14 kB

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