Presentation | 2015-05-15 Extraction and Classification of Musical Symbols for Handwritten Music Score Recognition Daiki Nakagawa, Wataru Ohyama, Tetsushi Wakabayashi, Fumitaka Kimura, Yasuji Miyake, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Automatic recognition of handwritten music score in Optical Music Recognition (OMR) is a difficult task. There are many problems : variety of notation by writers, difference of distance between music symbols, failure of binarization, to be solved for OMR system. We propose extraction and classification techniques for music symbols aims at recognition of music symbols from offline handwritten music scores. We perform staff removal and extraction and recognition of music symbols with scanned offline handwritten music score. Our staff removal method is realized by staff line thickness and space estimated with mode of white and black vertical run-length. Recognition of music symbols step, we extract feature using chain code histogram from connected component in score without staff and classify each component into notes, rests and other music symbols using nearest neighbor. As result, error rate of 1.62% was obtained in staff removal and Recall of 96.07% and Precision of 92.45% were obtain in classification music symbols, in the evaluation experiment on the CVC-MUSCIMA database. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Optical Music Recognition / Handwritten Music Score / Chain Code Histgram / Nearest Neighbor algorithm |
Paper # | SIP2015-26,IE2015-26,PRMU2015-26,MI2015-26 |
Date of Issue | 2015-05-07 (SIP, IE, PRMU, MI) |
Conference Information | |
Committee | PRMU / MI / IE / SIP |
---|---|
Conference Date | 2015/5/14(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Kazuhiko Sumi(Aoyama Gakuin Univ.) / Akinobu Shimizu(Tokyo Univ. of Agric. and Tech.) / Toshiaki Fujii(Nagoya Univ.) / Yoshinobu Kajikawa(Kansai Univ.) |
Vice Chair | Koichi Kise(Osaka Pref. Univ.) / Shuji Senda(NEC) / Yoshitaka Masutani(Hiroshima City Univ.) / Kensaku Mori(Nagoya Univ.) / Seishi Takamura(NTT) / Takayuki Hamamoto(Tokyo Univ. of Science) / Osamu Houshuyama(NEC) / Makoto Nakashizuka(Chiba Inst. of Tech.) |
Secretary | Koichi Kise(Kyushu Univ.) / Shuji Senda(Omron) / Yoshitaka Masutani(Tokushima Univ.) / Kensaku Mori(Kinki Univ.) / Seishi Takamura(NHK) / Takayuki Hamamoto(KDDI R&D Labs.) / Osamu Houshuyama(Ritsumeikan Univ.) / Makoto Nakashizuka(NEC) |
Assistant | Wataru Ohyama(Mie Univ.) / Mitsuru Anbai(DENSO IT Lab.) / Takayuki Kitasaka(Aichi Inst. of Tech.) / Hidetaka Hontani(Nagoya Inst. of Tech.) / Shohei Matsuo(NTT) / Takamichi Miyata(Chiba Inst. of Tech.) / Takamichi Miyata(Chiba Inst. of Tech.) |
Paper Information | |
Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Medical Imaging / Technical Committee on Image Engineering / Technical Committee on Signal Processing |
---|---|
Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Extraction and Classification of Musical Symbols for Handwritten Music Score Recognition |
Sub Title (in English) | |
Keyword(1) | Optical Music Recognition |
Keyword(2) | Handwritten Music Score |
Keyword(3) | Chain Code Histgram |
Keyword(4) | Nearest Neighbor algorithm |
1st Author's Name | Daiki Nakagawa |
1st Author's Affiliation | Mie University(Mie Univ.) |
2nd Author's Name | Wataru Ohyama |
2nd Author's Affiliation | Mie University(Mie Univ.) |
3rd Author's Name | Tetsushi Wakabayashi |
3rd Author's Affiliation | Mie University(Mie Univ.) |
4th Author's Name | Fumitaka Kimura |
4th Author's Affiliation | Mie University(Mie Univ.) |
5th Author's Name | Yasuji Miyake |
5th Author's Affiliation | Mie University(Mie Univ.) |
Date | 2015-05-15 |
Paper # | SIP2015-26,IE2015-26,PRMU2015-26,MI2015-26 |
Volume (vol) | vol.115 |
Number (no) | SIP-22,IE-23,PRMU-24,MI-25 |
Page | pp.pp.139-142(SIP), pp.139-142(IE), pp.139-142(PRMU), pp.139-142(MI), |
#Pages | 4 |
Date of Issue | 2015-05-07 (SIP, IE, PRMU, MI) |