4 citations · 6 across the 10 of their papers we have counts for
4 papers · 1 filter
Probing Whisper for Dysarthric Speech in Detection and Assessment
Zhengjun Yue, Devendra Kayande, Zoran Cvetkovic +1
Large-scale end-to-end models such as Whisper have shown strong performance on diverse speech tasks, but their internal behavior on pathological speech remains poorly understood. U…
Train your classifier first: Cascade Neural Networks Training from upper layers to lower layers
Shucong Zhang, Cong-Thanh Do, Rama Doddipatla +3
Although the lower layers of a deep neural network learn features which are transferable across datasets, these layers are not transferable within the same dataset. That is, in gen…
When Can Self-Attention Be Replaced by Feed Forward Layers?
Shucong Zhang, Erfan Loweimi, Peter Bell +1
Recently, self-attention models such as Transformers have given competitive results compared to recurrent neural network systems in speech recognition. The key factor for the outst…
Acoustic Model Adaptation from Raw Waveforms with SincNet
Joachim Fainberg, Ondřej Klejch, Erfan Loweimi +2
Raw waveform acoustic modelling has recently gained interest due to neural networks' ability to learn feature extraction, and the potential for finding better representations for a…