Speech Production Features for Deep Neural Network Acoustic Modeling - 2015

Speech Production Features for Deep Neural Network Acoustic Modeling - 2015

Center for Language & Speech Processing(CLSP), JHU via YouTube Direct link

Speech production knowledge for

3 of 12

3 of 12

Speech production knowledge for

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Speech Production Features for Deep Neural Network Acoustic Modeling - 2015

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  1. 1 Intro
  2. 2 Speech production knowledge (SPK) for
  3. 3 Speech production knowledge for
  4. 4 An Example of the potential utility of using a measured Articulatory (+Acoustic) Domain
  5. 5 Motivations from neurophysiology of speech perception
  6. 6 Properties of the Acoustic-to-Articulatory Mapping
  7. 7 Autoencoders for AF transformation
  8. 8 Limitations of the approach
  9. 9 Alternative Approaches
  10. 10 Using Phonological Embeddings
  11. 11 Results - 2
  12. 12 Speaker-dependent phone recognition results-2 Mocha-timit, different noise conditions. Training on clean speech

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