Author

Kiki van der Heijden

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Open access Sep 2026

Speech separation for hearing-impaired children in the classroom.

Classroom environments pose significant challenges for hearing-impaired children, where background noise, simultaneous talkers, and reverberation degrade speech perception. Most deep learning-based speech separation algorithms are developed for adult voices in simplified conditions, neglecting both the higher spectral...

Feyisayo Olalere, Kiki van der Heijden, H. C. Stronks et al. · Journal of the Acoustical So... · 0 citations

#artificial intelligence Preprint Sep 2026

EquiSELD: Efficient training of equivariant sound event localization and detection networks

EquiSELD outperforms prior equivariant networks on both simulated scenes with measured RIRs and recordings of real-world sound scenes at a fraction of the training cost and achieves competitive performance on the real-world sound scenes.

Goksenin Yuksel, M. V. van Gerven, Kiki van der Heijden · 0 citations

#artificial intelligence Preprint Sep 2026

Bearings: Self-Supervised Soundfield Embeddings from First-Order Ambisonics

Bearings is the first self-supervised soundfield encoder whose embeddings plug into frozen acoustic encoders without retraining either model, raising the location-dependent F-score from below 4 to 50 on TAU-NIGENS 2021 and 39 on STARSS23.

Goksenin Yuksel, M. V. van Gerven, Kiki van der Heijden · 0 citations