Goal-Directed Evaluation for the Improvement of Optical Music Recognition on Early Music Prints

被引:8
作者
Pugin, Laurent [1 ]
Burgoyne, John Ashley [1 ]
Fujinaga, Ichiro [1 ]
机构
[1] McGill Univ, Schulich Sch Med, Montreal, PQ H3A 1E3, Canada
来源
PROCEEDINGS OF THE 7TH ACM/IEE JOINT CONFERENCE ON DIGITAL LIBRARIES: BUILDING & SUSTAINING THE DIGITAL ENVIRONMENT | 2007年
关键词
Optical music recognition; Early music; Adaptive binarization; Goal-directed evaluation; Test-driven development;
D O I
10.1145/1255175.1255233
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Optical music recognition (OMR) systems are promising tools for the creation of searchable digital music libraries. Using art adaptive OMR system for early music prints based oil hidden Markov models, we leverage an edit-distance evaluation metric to improve recognition accuracy. Baseline results are computed with new labeled training and test sets drawn from a diverse group of prints. We present, two experiments based oil this evaluation technique. The first resulted in a significant improvement to the feature extraction function for these images. The second is a, goal-directed comparison of several popular adaptive binarization algorithms, which are often evaluated only subjectively. Accuracy increased by as much as 55% for some pages, and the experiments suggest several avenues for further research.
引用
收藏
页码:303 / 304
页数:2
相关论文
共 9 条
[1]  
[Anonymous], P INT COMP MUS C
[2]  
BELLINI P, COMPUTER MU IN PRESS
[3]  
CHOUDHURY GS, 2000, P 1 INT C MUS INF RE
[4]  
Gatos B, 2004, LECT NOTES COMPUT SC, V3163, P102
[5]  
KAVALLIERATOU E, 2006, P 18 ICPR, P742
[6]  
Pinto JC, 2000, LECT NOTES COMPUT SC, V1923, P24
[7]  
Pugin Laurent, 2006, P 7 INT C MUS INF RE, P53
[8]   Survey over image thresholding techniques and quantitative performance evaluation [J].
Sezgin, M ;
Sankur, B .
JOURNAL OF ELECTRONIC IMAGING, 2004, 13 (01) :146-168
[9]   GOAL-DIRECTED EVALUATION OF BINARIZATION METHODS [J].
TRIER, OD ;
JAIN, AK .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1995, 17 (12) :1191-1201