2 citations · 2 across the 4 of their papers we have counts for
5 papers
AudioSphere: Towards Self-Supervised Spatial Audio Representation Models
Goksenin Yuksel, Marcel van Gerven, Kiki van der Heijden
Recent audio embedding models learn representations that transfer across clip- and frame-level tasks, yet they operate almost exclusively on single-channel signals and are blind to…
EquiSELD: Efficient training of equivariant sound event localization and detection networks
Goksenin Yuksel, Marcel van Gerven, Kiki van der Heijden
First-order Ambisonics (FOA) signals exhibit exact O(3) symmetry: The rotation or reflection of the FOA signal modifies the direction of arrival of the sound sources, while preserv…
Bearings: Self-Supervised Soundfield Embeddings from First-Order Ambisonics
Goksenin Yuksel, Marcel van Gerven, Kiki van der Heijden
Recently proposed self-supervised audio encoders learn powerful general-purpose representations of sound scenes, yet they are spatially blind. To supply the missing spatial represe…
Feasibility of Time-Domain DNN-Based Speech Enhancement on Embedded FPGA for Hearing Aids
Feyisayo Olalere, Umut Altin, Kiki van der Heijden +1
Hearing aids impose strict latency and power constraints that current DNN-based speech enhancement systems struggle to meet on embedded hardware. We characterize this gap by deploy…
BAST: Binaural Audio Spectrogram Transformer for Binaural Sound Localization
Sheng Kuang, Jie Shi, Kiki van der Heijden +1
Accurate sound localization in a reverberation environment is essential for human auditory perception. Recently, Convolutional Neural Networks (CNNs) have been utilized to model th…