no code implementations • 17 Jan 2024 • Matthew C. McCallum, Florian Henkel, Jaehun Kim, Samuel E. Sandberg, Matthew E. P. Davies
We propose tempo translation functions that allow for efficient manipulation of tempo within a pre-existing embedding space whilst maintaining other properties such as genre.
no code implementations • 17 Jan 2024 • Florian Henkel, Jaehun Kim, Matthew C. McCallum, Samuel E. Sandberg, Matthew E. P. Davies
This paper addresses the problem of global tempo estimation in musical audio.
no code implementations • 17 Jan 2024 • Matthew C. McCallum, Matthew E. P. Davies, Florian Henkel, Jaehun Kim, Samuel E. Sandberg
Similarly, we show that the optimal selection of data augmentation strategies for contrastive learning of music audio embeddings is dependent on the downstream task, highlighting this as an important embedding design decision.
1 code implementation • 12 Nov 2021 • Florian Henkel, Stephanie Schwaiger, Gerhard Widmer
We present a prototype of an automatic page turning system that works directly on real scores, i. e., sheet images, without any symbolic representation.
no code implementations • 19 Jul 2021 • Khaled Koutini, Hamid Eghbal-zadeh, Florian Henkel, Jan Schlüter, Gerhard Widmer
Convolutional Neural Networks (CNNs) have been dominating classification tasks in various domains, such as machine vision, machine listening, and natural language processing.
1 code implementation • 10 May 2021 • Florian Henkel, Gerhard Widmer
This paper addresses the problem of sheet-image-based on-line audio-to-score alignment also known as score following.
no code implementations • ICLR Workshop SSL-RL 2021 • Hamid Eghbal-zadeh, Florian Henkel, Gerhard Widmer
In Contextual Reinforcement Learning (CRL), a change in the context variable can cause a change in the distribution of the states.
1 code implementation • 5 Nov 2020 • Khaled Koutini, Florian Henkel, Hamid Eghbal-zadeh, Gerhard Widmer
Deep Neural Networks are known to be very demanding in terms of computing and memory requirements.
1 code implementation • 21 Jul 2020 • Florian Henkel, Rainer Kelz, Gerhard Widmer
This paper addresses the task of score following in sheet music given as unprocessed images.
1 code implementation • 16 Oct 2019 • Florian Henkel, Rainer Kelz, Gerhard Widmer
The goal of score following is to track a musical performance, usually in the form of audio, in a corresponding score representation.
1 code implementation • 17 Jul 2018 • Matthias Dorfer, Florian Henkel, Gerhard Widmer
Score following is the process of tracking a musical performance (audio) with respect to a known symbolic representation (a score).