From Labeled to Unlabeled Data-On the Data Challenge in Automatic Drum Transcription.

In this paper, we propose to transcribe drum events using a signal-adaptive method based on NMF. The paper is structured as follows: Section 2 provides an overview of the research in this area. In Section 3 we present our approach; evaluation results are being presented and discussed in …

Automatic Drum Transcription (ADT), a sub-task in AMT that involves the extraction of drum events from au-dio signals, is also confined to the scope of the existing labeled datasets. Wu observed [30] that most of the ADT related datasets focus on collecting recordings of single drum hits [18,24] and simple drum sequences without ac-companiment ...

2017年10月2日 · In this paper, we focus on the transcription of drum kits in the context of Western music. To this end, we discuss a variety of techniques and applications, pointing out the differences, commonalities, benefits and limitations of the respective approaches and highlight open issues and challenges. Beyond the literature survey, we present.

2015年8月31日 · In this paper, a drum transcription algorithm using partially fixed non-negative matrix factorization is presented. The proposed method allows users to identify percussive events in complex mixtures with a minimal training set.

2021年6月6日 · Two approaches to improve accuracy for polyphonic recordings of automatic drum transcription are presented, including the use of soft attention mechanisms (SA) and an alternative RNN configuration containing additional peripheral connections (PC) and a convolutional neural network (CNN), which uses a larger set of time-step features.

ADDRESSING THE DATA CHALLENGE IN AUTOMATIC DRUM TRANSCRIPTION WITH LABELED AND UNLABELED DATA A Dissertation Presented to The Academic Faculty By Chih-Wei Wu In Partial Fulfillment of the Requirements for the Degree Doctor of Philosophy in the School of Music Georgia Institute of Technology August 2018 Copyright c Chih-Wei Wu 2018

2018年8月31日 · Over the last two decades, several authors have attempted to tackle this problem under the umbrella term automatic drum transcription (ADT). This paper presents a comprehensive review of ADT research, including a thorough discussion of the task-specific challenges, categorization of existing techniques, and evaluation of several state-of-the ...

伍巍 WEI WU Percussion Drum Virtual & In person class Amazing Culture & Arts Center email : [email protected]

We explain the methods’ technical details and drum-specific variations and evaluate these approaches on publicly available data sets with a consistent experimental setup. Finally, the open issues and underexplored areas in ADT research are identified and discussed, providing future directions in this field.