activity
20182021
most citedLow-Complexity Models for Acoustic Scene Classification Based on Receptive Field Regularization and Frequency Damping

8 citations · 14 across the 4 of their papers we have counts for

collaborators

6 papers

cs.SD2021

Over-Parameterization and Generalization in Audio Classification

Khaled Koutini, Hamid Eghbal-zadeh, Florian Henkel +2

Convolutional Neural Networks (CNNs) have been dominating classification tasks in various domains, such as machine vision, machine listening, and natural language processing. In ma…

cs.SD2021

Multi-modal Conditional Bounding Box Regression for Music Score Following

Florian Henkel, Gerhard Widmer

This paper addresses the problem of sheet-image-based on-line audio-to-score alignment also known as score following. Drawing inspiration from object detection, a conditional neura…

cs.LG20208 cited

Low-Complexity Models for Acoustic Scene Classification Based on Receptive Field Regularization and Frequency Damping

Khaled Koutini, Florian Henkel, Hamid Eghbal-zadeh +1

Deep Neural Networks are known to be very demanding in terms of computing and memory requirements. Due to the ever increasing use of embedded systems and mobile devices with a limi…

cs.LG20203 cited

Learning to Read and Follow Music in Complete Score Sheet Images

Florian Henkel, Rainer Kelz, Gerhard Widmer

This paper addresses the task of score following in sheet music given as unprocessed images. While existing work either relies on OMR software to obtain a computer-readable score r…

cs.LG20193 cited

Audio-Conditioned U-Net for Position Estimation in Full Sheet Images

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. Established methods mainly rely on computer-re…

cs.AI2018

Learning to Listen, Read, and Follow: Score Following as a Reinforcement Learning Game

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). We start this paper by formulating score followi…