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

   @inproceedings{douwes2025energyconsumptiontrends,
     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

   Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE), 2024

   Bib

   @article{douwes2024computationconsumption,
     title = {From Computation to Consumption: Exploring the Compute-Energy Link for Training and Testing Neural Networks for SED Systems},
     author = {Douwes, Constance and Serizel, Romain},
     journal = {Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE)},
     year = {2024}
   }

2. MLSP24

   Normalizing Energy Consumption for Hardware-Independent Evaluation

   Constance Douwes, and Romain Serizel

   IEEE Workshop on Machine Learning for Signal Processing(MLSP), 2024

   Bib

   @article{douwes2024normalizingenergyconsumption,
     title = {Normalizing Energy Consumption for Hardware-Independent Evaluation},
     author = {Douwes, Constance and Serizel, Romain},
     journal = {IEEE Workshop on Machine Learning for Signal Processing(MLSP)},
     year = {2024}
   }

2023

1. ICASSP23

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

   Constance Douwes, Giovanni Bindi, Antoine Caillon, and 2 more authors

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

   Bib

   @inproceedings{douwes2023quality,
     title = {Is Quality Enough: Integrating Energy Consumption in a Large-Scale Evaluation of Neural Audio Synthesis Models},
     author = {Douwes, Constance and Bindi, Giovanni and Caillon, Antoine and Esling, Philippe and Briot, Jean-Pierre},
     booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {1--5},
     year = {2023}
   }