publications

2025

1. ICASSP25

   Energy Consumption Trends in Sound Event Detection Systems

   Constance Douwes, and Romain Serizel

   In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025

   Bib PDF

   @inproceedings{douwes2025energy,
     title = {Energy Consumption Trends in Sound Event Detection Systems},
     author = {Douwes, Constance and Serizel, Romain},
     booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     year = {2025}
   }

2024

1. DCASE24

   From Computation to Consumption: Exploring the Compute-Energy Link for Training and Testing Neural Networks for Sed Systems

   Constance Douwes, and Romain Serizel

   In Proceedings of the Detection and Classification of Acoustic Scenes and Events 2024 Workshop (DCASE2024), Oct 2024

   Bib PDF

   @inproceedings{douwes2024computation,
     author = {Douwes, Constance and Serizel, Romain},
     title = {From Computation to Consumption: Exploring the Compute-Energy Link for Training and Testing Neural Networks for Sed Systems},
     booktitle = {Proceedings of the Detection and Classification of Acoustic Scenes and Events 2024 Workshop (DCASE2024)},
     address = {Tokyo, Japan},
     month = oct,
     year = {2024},
     pages = {46--50}
   }

2. DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels

   Samuele Cornell, Janek Ebbers, Constance Douwes, and 4 more authors

   In Proceedings of the Detection and Classification of Acoustic Scenes and Events 2024 Workshop (DCASE2024), Oct 2024

   Bib PDF

   @inproceedings{cornell2024dcase,
     author = {Cornell, Samuele and Ebbers, Janek and Douwes, Constance and Martín-Morató, Irene and Harju, Manu and Mesaros, Annamaria and Serizel, Romain},
     title = {DCASE 2024 Task 4: Sound Event Detection with Heterogeneous Data and Missing Labels},
     booktitle = {Proceedings of the Detection and Classification of Acoustic Scenes and Events 2024 Workshop (DCASE2024)},
     address = {Tokyo, Japan},
     month = oct,
     year = {2024},
     pages = {31--35}
   }

3. MLSP24

   Normalizing energy consumption for hardware-independent evaluation

   Constance Douwes, and Romain Serizel

   In Proceedings of IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP), Oct 2024

   Bib PDF

   @inproceedings{douwes2024normalizing,
     title = {Normalizing energy consumption for hardware-independent evaluation},
     author = {Douwes, Constance and Serizel, Romain},
     booktitle = {Proceedings of IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP)},
     pages = {1--6},
     year = {2024},
     organization = {IEEE}
   }

2023

1. ICASSP23

   Is Quality Enough? Integrating Energy Consumption in a Large-Scale Evaluation of Neural Audio Synthesis Models

   In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Oct 2023

   Bib PDF

   @inproceedings{douwes2023quality,
     title = {Is Quality Enough? Integrating Energy Consumption in a Large-Scale Evaluation of Neural Audio Synthesis Models},
     author = {},
     booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {1--5},
     year = {2023}
   }

2020

1. DAFx20

   Diet Deep Generative Audio Models with Structured Lottery

   Philippe Esling, Ninon Devis, Adrien Bitton, and 3 more authors

   In Proceedings of the 23rd International Conference on Digital Audio Effects (DAFx-20), Sep 2020

   Bib PDF

   @inproceedings{esling2020dafx,
     author = {Esling, Philippe and Devis, Ninon and Bitton, Adrien and Caillon, Antoine and Chemla, Axel and Douwes, Constance},
     title = {Diet Deep Generative Audio Models with Structured Lottery},
     booktitle = {Proceedings of the 23rd International Conference on Digital Audio Effects (DAFx-20)},
     address = {Vienna, Austria},
     month = sep,
     year = {2020},
     pages = {1--8}
   }