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Learning Contextual Tag Embeddings for Cross-Modal Alignment of Audio and Tags

Oct 27, 2020
Xavier Favory, Konstantinos Drossos, Tuomas Virtanen, Xavier Serra

* 5 pages, 1 figure 

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WaveTransformer: A Novel Architecture for Audio Captioning Based on Learning Temporal and Time-Frequency Information

Oct 21, 2020
An Tran, Konstantinos Drossos, Tuomas Virtanen

* Submitted for review at ICASSP2021 

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Conditioned Time-Dilated Convolutions for Sound Event Detection

Jul 10, 2020
Konstantinos Drossos, Stylianos I. Mimilakis, Tuomas Virtanen


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Multi-task Regularization Based on Infrequent Classes for Audio Captioning

Jul 09, 2020
Emre Çakır, Konstantinos Drossos, Tuomas Virtanen


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COALA: Co-Aligned Autoencoders for Learning Semantically Enriched Audio Representations

Jul 08, 2020
Xavier Favory, Konstantinos Drossos, Tuomas Virtanen, Xavier Serra

* 8 pages, 1 figure, workshop on Self-supervision in Audio and Speech at the 37th International Conference on Machine Learning (ICML), 2020, Vienna, Austria 

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Depthwise Separable Convolutions Versus Recurrent Neural Networks for Monaural Singing Voice Separation

Jul 06, 2020
Pyry Pyykkönen, Styliannos I. Mimilakis, Konstantinos Drossos, Tuomas Virtanen


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Temporal Sub-sampling of Audio Feature Sequences for Automated Audio Captioning

Jul 06, 2020
Khoa Nguyen, Konstantinos Drossos, Tuomas Virtanen


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Sound Event Detection with Depthwise Separable and Dilated Convolutions

Feb 02, 2020
Konstantinos Drossos, Stylianos I. Mimilakis, Shayan Gharib, Yanxiong Li, Tuomas Virtanen


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Memory Requirement Reduction of Deep Neural Networks Using Low-bit Quantization of Parameters

Nov 01, 2019
Niccoló Nicodemo, Gaurav Naithani, Konstantinos Drossos, Tuomas Virtanen, Roberto Saletti


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Clotho: An Audio Captioning Dataset

Oct 21, 2019
Konstantinos Drossos, Samuel Lipping, Tuomas Virtanen


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Language Modelling for Sound Event Detection with Teacher Forcing and Scheduled Sampling

Jul 22, 2019
Konstantinos Drossos, Shayan Gharib, Paul Magron, Tuomas Virtanen

* Fixed the display of URLs at footnote 

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Unsupervised Adversarial Domain Adaptation Based On The Wasserstein Distance For Acoustic Scene Classification

Apr 24, 2019
Konstantinos Drossos, Paul Magron, Tuomas Virtanen


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Examining the Mapping Functions of Denoising Autoencoders in Music Source Separation

Apr 12, 2019
Stylianos Ioannis Mimilakis, Konstantinos Drossos, Estefanía Cano, Gerald Schuller


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Unsupervised adversarial domain adaptation for acoustic scene classification

Aug 17, 2018
Shayan Gharib, Konstantinos Drossos, Emre Çakir, Dmitriy Serdyuk, Tuomas Virtanen


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Automated Audio Captioning with Recurrent Neural Networks

Oct 24, 2017
Konstantinos Drossos, Sharath Adavanne, Tuomas Virtanen

* Presented at the 11th IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2017 

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Stacked Convolutional and Recurrent Neural Networks for Music Emotion Recognition

Jun 07, 2017
Miroslav Malik, Sharath Adavanne, Konstantinos Drossos, Tuomas Virtanen, Dasa Ticha, Roman Jarina

* Accepted for Sound and Music Computing (SMC 2017) 

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Stacked Convolutional and Recurrent Neural Networks for Bird Audio Detection

Jun 07, 2017
Sharath Adavanne, Konstantinos Drossos, Emre Çakır, Tuomas Virtanen

* Accepted for European Signal Processing Conference 2017 

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Convolutional Recurrent Neural Networks for Bird Audio Detection

Mar 07, 2017
EmreÇakır, Sharath Adavanne, Giambattista Parascandolo, Konstantinos Drossos, Tuomas Virtanen

* Submitted to EUSIPCO 2017 Special Session on Bird Audio Signal Processing 

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