5 papers
A Dataset and Benchmark for Optical Music Recognition of String Quartet Scores
Dongmin Kim, Brian Liu, Jose J. Valero-Mas +1
Optical music recognition (OMR) transcribes music scores into digital formats. While the field has advanced significantly on monophonic and piano-form scores, multi-part score tran…
Spatial Context-based Self-Supervised Learning for Handwritten Text Recognition
Carlos Penarrubia, Carlos Garrido-Munoz, Jose J. Valero-Mas +1
Handwritten Text Recognition (HTR) is a relevant problem in computer vision, and implies unique challenges owing to its inherent variability and the rich contextualization required…
Self-Supervised Learning for Text Recognition: A Critical Survey
Carlos Penarrubia, Jose J. Valero-Mas, Jorge Calvo-Zaragoza
Text Recognition (TR) refers to the research area that focuses on retrieving textual information from images, a topic that has seen significant advancements in the last decade due…
Can Audio Reveal Music Performance Difficulty? Insights from the Piano Syllabus Dataset
Pedro Ramoneda, Minhee Lee, Dasaem Jeong +2
Automatically estimating the performance difficulty of a music piece represents a key process in music education to create tailored curricula according to the individual needs of t…
Multilabel Prototype Generation for Data Reduction in k-Nearest Neighbour classification
Jose J. Valero-Mas, Antonio Javier Gallego, Pablo Alonso-Jiménez +1
Prototype Generation (PG) methods are typically considered for improving the efficiency of the -Nearest Neighbour (NN) classifier when tackling high-size corpora. Such approa…