268 citations · 1.2k across the 23 of their papers we have counts for
3 papers · 1 filter
CNN Architectures for Large-Scale Audio Classification
Shawn Hershey, Sourish Chaudhuri, Daniel P. W. Ellis +10
Convolutional Neural Networks (CNNs) have proven very effective in image classification and show promise for audio. We use various CNN architectures to classify the soundtracks of…
A segmental framework for fully-unsupervised large-vocabulary speech recognition
Herman Kamper, Aren Jansen, Sharon Goldwater
Zero-resource speech technology is a growing research area that aims to develop methods for speech processing in the absence of transcriptions, lexicons, or language modelling text…
Unsupervised word segmentation and lexicon discovery using acoustic word embeddings
Herman Kamper, Aren Jansen, Sharon Goldwater
In settings where only unlabelled speech data is available, speech technology needs to be developed without transcriptions, pronunciation dictionaries, or language modelling text.…