Adrien Dufraux

Adrien is a Ph.D. student working jointly with Facebook AI Research (FAIR) Paris and the MULTISPEECH team at Inria Nancy. His goal is to reduce the cost of building an Automatic Speech Recognition system by exploring weakly supervised learning approaches that exploit more information than semi-supervised learning, at little or no extra labeling cost.

Adrien's Publications

December 13, 2019



Lead2Gold: Towards exploiting the full potential of noisy transcriptions for speech recognition

The transcriptions used to train an Automatic Speech Recognition (ASR) system may contain errors. Usually, either a quality control stage discards transcriptions with too many errors, or the noisy transcriptions are used as is. We introduce…

Adrien Dufraux, Emmanuel Dupoux, Awni Hannun, Armelle Brun, Matthijs Douze,

December 13, 2019