title: ÐÐ²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ°Ñ ÑÑÐ°Ð½ÑÐºÑÐ¸Ð¿ÑÐ¸Ñ Ð³Ð¸ÑÐ°ÑÐ½Ð¾Ð¹ Ð¼ÑÐ·ÑÐºÐ¸
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Automatic guitar music transcription
Creators: name: Ð§ÐµÑÐ½Ð¾Ð½Ð¾Ð³, Ð¡ÐµÑÐ³ÐµÐ¹
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2021
Subjects: Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
Ð¿Ð¾Ð¸ÑÐº Ð¼ÑÐ·ÑÐºÐ°Ð»ÑÐ½Ð¾Ð¹ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¸
Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ°Ñ ÑÑÐ°Ð½ÑÐºÑÐ¸Ð¿ÑÐ¸Ñ Ð¼ÑÐ·ÑÐºÐ¸
ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ ÑÐµÑ Ð½Ð¸Ðº Ð¸Ð³ÑÑ Ð½Ð° Ð³Ð¸ÑÐ°ÑÐµ
neural networks
music information retrieval
automatic music transcription
guitar playing techniques classification

description: ÐÐ²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ°Ñ ÑÑÐ°Ð½ÑÐºÑÐ¸Ð¿ÑÐ¸Ñ Ð¼ÑÐ·ÑÐºÐ¸ ÑÐ²Ð»ÑÐµÑÑÑ Ð¾Ð´Ð½Ð¸Ð¼ Ð¸Ð· Ð¾ÑÐ½Ð¾Ð²Ð½ÑÑ Ð½Ð°Ð¿ÑÐ°Ð²Ð»ÐµÐ½Ð¸Ð¹ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹ Ð² Ð¾Ð±Ð»Ð°ÑÑÐ¸ Ð¿Ð¾Ð¸ÑÐºÐ° Ð¼ÑÐ·ÑÐºÐ°Ð»ÑÐ½Ð¾Ð¹ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¸. ÐÐ½Ð¾Ð³Ð¸Ðµ Ð·Ð°Ð´Ð°ÑÐ¸ ÑÑÐ°Ð½ÑÐºÑÐ¸Ð¿ÑÐ¸Ð¸ Ð°ÑÐ´Ð¸Ð¾ÑÐ¸Ð³Ð½Ð°Ð»Ð° ÑÑÐµÐ±ÑÑÑ ÑÐ°ÐºÐ¶Ðµ Ð´Ð¾Ð¿Ð¾Ð»Ð½Ð¸ÑÐµÐ»ÑÐ½Ð¾Ð¹ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¸ Ð¾ ÑÑÐ³ÑÐ°Ð½Ð½Ð¾Ð¼ Ð¼ÑÐ·ÑÐºÐ°Ð»ÑÐ½Ð¾Ð¼ ÑÑÐ°Ð³Ð¼ÐµÐ½ÑÐµ - Ð² ÑÐ°ÑÑÐ½Ð¾ÑÑÐ¸, Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¸ Ð¾ ÑÐµÑÐ½Ð¸ÐºÐ°Ñ Ð¸Ð³ÑÑ Ð½Ð° Ð¼ÑÐ·ÑÐºÐ°Ð»ÑÐ½Ð¾Ð¼ Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÐµ. ÐÐ°Ð´Ð°ÑÐ° Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ñ ÑÐµÑÐ½Ð¸ÐºÐ¸ Ð¸Ð³ÑÑ Ð½Ð° Ð¼ÑÐ·ÑÐºÐ°Ð»ÑÐ½Ð¾Ð¼ Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÐµ Ð¼Ð¾Ð¶ÐµÑ Ð±ÑÑÑ ÑÐµÑÐµÐ½Ð° Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ Ð¿Ð¾Ð´ÑÐ¾Ð´Ð¾Ð², Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÐ¼ÑÑ Ð² Ð°Ð½Ð°Ð»Ð¸Ð·Ðµ ÑÐµÑÐ¸ Ð¸ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð·Ð²ÑÐºÐ¾Ð²ÑÑ ÑÐ¸Ð³Ð½Ð°Ð»Ð¾Ð². ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿ÑÐµÐ´Ð»Ð°Ð³Ð°ÐµÑ Ð´Ð²Ðµ Ð¼Ð¾Ð´ÐµÐ»Ð¸ Ð´Ð»Ñ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ ÑÐµÑÐ½Ð¸Ðº Ð¸Ð³ÑÑ Ð½Ð° Ð³Ð¸ÑÐ°ÑÐµ, Ð¾ÑÐ½Ð¾Ð²Ð°Ð½Ð½ÑÐµ Ð½Ð° ÑÐ²ÐµÑÑÐ¾ÑÐ½ÑÑ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÑÑ Ð¸ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÑÑ Ñ Ð´Ð¾Ð»Ð³Ð¾Ð¹ ÐºÑÐ°ÑÐºÐ¾ÑÑÐ¾ÑÐ½Ð¾Ð¹ Ð¿Ð°Ð¼ÑÑÑÑ. ÐÑÐ¾Ð¸Ð·Ð²Ð¾Ð´Ð¸ÑÑÑ Ð¾ÑÐµÐ½ÐºÐ° Ð¸ ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ðµ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹ Ñ SVM ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¾ÑÐ¾Ð¼. ÐÐ»Ñ Ð²ÑÐµÑ Ð²Ð°ÑÐ¸Ð°Ð½ÑÐ¾Ð² Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ ÑÑÐ°Ð½ÑÐºÑÐ¸Ð¿ÑÐ¸Ð¸ Ð³Ð¸ÑÐ°ÑÐ½Ð¾Ð¹ Ð¼ÑÐ·ÑÐºÐ¸ Ð¿ÑÐ¾Ð¸Ð·Ð²Ð¾Ð´Ð¸ÑÑÑ ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ðµ Ð¿Ð¾ÐºÐ°Ð·Ð°ÑÐµÐ»ÐµÐ¹ ÑÐ¾ÑÐ½Ð¾ÑÑÐ¸ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ñ Ð²ÑÑÐ¾ÑÑ ÑÐ¾Ð½Ð° Ð¸ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð¿ÑÐ¸ÐµÐ¼Ð¾Ð² Ð¸Ð³ÑÑ Ð² Ð·Ð°Ð²Ð¸ÑÐ¸Ð¼Ð¾ÑÑÐ¸ Ð¾Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÐ¼Ð¾Ð¹ Ð¼Ð¾Ð´ÐµÐ»Ð¸ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¾ÑÐ° Ð¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ ÑÑÐ°Ð½ÑÐºÑÐ¸Ð¿ÑÐ¸Ð¸.
description: Automatic music transcription is a fundamental problem in the field of music information retrieval. Many tasks of transcribing audio signal into note-level musical notation also require additional information about piece of music, namely, playing techniques. The task of musical instrument playing techniques classification can be solved using the approaches derived from speech analysis and sound event detection. This work proposes two guitar playing classification models based on LSTM neural networks and convolutional neural networks. These models were evaluated and compared to SVM model. Evaluation and comparison of automatic guitar transcription systems built with state-of-the-art automatic transcription algorithms and aforementioned classification models are also provided.