Search Results for author: Maurizio Omologo

Found 14 papers, 6 papers with code

Multi-Channel Transformer Transducer for Speech Recognition

no code implementations30 Aug 2021 Feng-Ju Chang, Martin Radfar, Athanasios Mouchtaris, Maurizio Omologo

In this paper, we present a novel speech recognition model, Multi-Channel Transformer Transducer (MCTT), which features end-to-end multi-channel training, low computation cost, and low latency so that it is suitable for streaming decoding in on-device speech recognition.

speech-recognition Speech Recognition

Sample Drop Detection for Distant-speech Recognition with Asynchronous Devices Distributed in Space

1 code implementation15 Nov 2019 Tina Raissi, Santiago Pascual, Maurizio Omologo

The candidate time windows are selected from a set of large time intervals, possibly including a sample drop, and by using a preprocessing step.

Sound Audio and Speech Processing I.2.7

DiPCo -- Dinner Party Corpus

no code implementations30 Sep 2019 Maarten Van Segbroeck, Ahmed Zaid, Ksenia Kutsenko, Cirenia Huerta, Tinh Nguyen, Xuewen Luo, Björn Hoffmeister, Jan Trmal, Maurizio Omologo, Roland Maas

We present a speech data corpus that simulates a "dinner party" scenario taking place in an everyday home environment.

Automatic context window composition for distant speech recognition

no code implementations26 May 2018 Mirco Ravanelli, Maurizio Omologo

Distant speech recognition is being revolutionized by deep learning, that has contributed to significantly outperform previous HMM-GMM systems.

Distant Speech Recognition speech-recognition

Light Gated Recurrent Units for Speech Recognition

1 code implementation26 Mar 2018 Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio

A field that has directly benefited from the recent advances in deep learning is Automatic Speech Recognition (ASR).

Automatic Speech Recognition speech-recognition

Realistic multi-microphone data simulation for distant speech recognition

1 code implementation26 Nov 2017 Mirco Ravanelli, Piergiorgio Svaizer, Maurizio Omologo

The availability of realistic simulated corpora is of key importance for the future progress of distant speech recognition technology.

Audio and Speech Processing Sound

Contaminated speech training methods for robust DNN-HMM distant speech recognition

1 code implementation10 Oct 2017 Mirco Ravanelli, Maurizio Omologo

Despite the significant progress made in the last years, state-of-the-art speech recognition technologies provide a satisfactory performance only in the close-talking condition.

Distant Speech Recognition Speech Enhancement +1

The DIRHA-English corpus and related tasks for distant-speech recognition in domestic environments

2 code implementations6 Oct 2017 Mirco Ravanelli, Maurizio Omologo

This paper introduces the contents and the possible usage of the DIRHA-ENGLISH multi-microphone corpus, recently realized under the EC DIRHA project.

Distant Speech Recognition speech-recognition

Improving speech recognition by revising gated recurrent units

1 code implementation29 Sep 2017 Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio

First, we suggest to remove the reset gate in the GRU design, resulting in a more efficient single-gate architecture.

speech-recognition Speech Recognition

A network of deep neural networks for distant speech recognition

no code implementations23 Mar 2017 Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio

Despite the remarkable progress recently made in distant speech recognition, state-of-the-art technology still suffers from a lack of robustness, especially when adverse acoustic conditions characterized by non-stationary noises and reverberation are met.

Distant Speech Recognition Speech Enhancement +1

The DIRHA simulated corpus

no code implementations LREC 2014 Luca Cristoforetti, Mirco Ravanelli, Maurizio Omologo, Aless Sosi, ro, Alberto Abad, Martin Hagmueller, Petros Maragos

This paper describes a multi-microphone multi-language acoustic corpus being developed under the EC project Distant-speech Interaction for Robust Home Applications (DIRHA).

Dialogue Management Distant Speech Recognition +2

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