Prediction of speech intelligibility with DNN-based performance measures

no code implementations • 17 Mar 2022 • Angel Mario Castro Martinez, Constantin Spille, Jana Roßbach, Birger Kollmeier, Bernd T. Meyer

This paper presents a speech intelligibility model based on automatic speech recognition (ASR), combining phoneme probabilities from deep neural networks (DNN) and a performance measure that estimates the word error rate from these probabilities.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

On the Relevance of Auditory-Based Gabor Features for Deep Learning in Automatic Speech Recognition

no code implementations • 14 Feb 2017 • Angel Mario Castro Martinez, Sri Harish Mallidi, Bernd T. Meyer

Previous studies support the idea of merging auditory-based Gabor features with deep learning architectures to achieve robust automatic speech recognition, however, the cause behind the gain of such combination is still unknown.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1