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20052024
most citedA Review of Vibration-Based Damage Detection in Civil Structures: From Traditional Methods to Machine Learning and Deep Learning Applications

1.4k citations

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9 papers · 1 filter

cs.SD202123 cited

Enriched Music Representations with Multiple Cross-modal Contrastive Learning

Andres Ferraro, Xavier Favory, Konstantinos Drossos +2

Modeling various aspects that make a music piece unique is a challenging task, requiring the combination of multiple sources of information. Deep learning is commonly used to obtai…

cs.SD2021

Towards Citizen Science for Smart Cities: A Framework for a Collaborative Game of Bird Call Recognition Based on Internet of Sound Practices

Emmanuel Rovithis, Nikolaos Moustakas, Konstantinos Vogklis +2

Citizen Science aims to engage people in research activities on important issues related to their well-being. Smart Cities aim to provide them with services that improve the qualit…

cs.SD2020

Speech Command Recognition in Computationally Constrained Environments with a Quadratic Self-organized Operational Layer

Mohammad Soltanian, Junaid Malik, Jenni Raitoharju +3

Automatic classification of speech commands has revolutionized human computer interactions in robotic applications. However, employed recognition models usually follow the methodol…

cs.SD202018 cited

Multi-task Regularization Based on Infrequent Classes for Audio Captioning

Emre Çakır, Konstantinos Drossos, Tuomas Virtanen

Audio captioning is a multi-modal task, focusing on using natural language for describing the contents of general audio. Most audio captioning methods are based on deep neural netw…

cs.SD20193 cited

VOICe: A Sound Event Detection Dataset For Generalizable Domain Adaptation

Shayan Gharib, Konstantinos Drossos, Eemi Fagerlund +1

The performance of sound event detection methods can significantly degrade when they are used in unseen conditions (e.g. recording devices, ambient noise). Domain adaptation is a p…

cs.SD2019859 cited

Deep Learning for Audio Signal Processing

Hendrik Purwins, Bo Li, Tuomas Virtanen +3

Given the recent surge in developments of deep learning, this article provides a review of the state-of-the-art deep learning techniques for audio signal processing. Speech, music,…