Distant Speech Recognition
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Benchmarks
DIRHA English WSJ
CHiME-4 real 6ch
Most implemented
The PyTorch-Kaldi Speech Recognition Toolkit
Residual LSTM: Design of a Deep Recurrent Architecture for Distant Speech Recognition
MeshRIR: A Dataset of Room Impulse Responses on Meshed Grid Points For Evaluating Sound Field Analysis and Synthesis Methods
The DIRHA-English corpus and related tasks for distant-speech recognition in domestic environments
Learning to Rank Microphones for Distant Speech Recognition
Quaternion Neural Networks for Multi-channel Distant Speech Recognition
Papers
Recent Trends in Distant Conversational Speech Recognition: A Review of CHiME-7 and 8 DASR Challenges
The CHiME-7 and 8 distant speech recognition (DASR) challenges focus on multi-channel, generalizable, joint automatic speech recognition (ASR) and diarization of conversational speech. With participation from 9 teams sub…
Distant Speech RecognitionMeeting SummarizationSpeaker DiarizationSpeech SeparationThe CHiME-8 DASR Challenge for Generalizable and Array Agnostic Distant Automatic Speech Recognition and Diarization
This paper presents the CHiME-8 DASR challenge which carries on from the previous edition CHiME-7 DASR (C7DASR) and the past CHiME-6 challenge. It focuses on joint multi-channel distant speech recognition (DASR) and diar…
Automatic Speech RecognitionDistant Speech Recognitionspeech-recognitionSpeech Recognition+1Neural Blind Source Separation and Diarization for Distant Speech Recognition
This paper presents a neural method for distant speech recognition (DSR) that jointly separates and diarizes speech mixtures without supervision by isolated signals. A standard separation method for multi-talker DSR is a…
blind source separationDistant Speech Recognitionspeaker-diarizationSpeaker Diarization+2Direction-Aware Joint Adaptation of Neural Speech Enhancement and Recognition in Real Multiparty Conversational Environments
This paper describes noisy speech recognition for an augmented reality headset that helps verbal communication within real multiparty conversational environments. A major approach that has actively been studied in simula…
Automatic Speech RecognitionAutomatic Speech Recognition (ASR)Distant Speech RecognitionNoisy Speech Recognition+3Impact of Microphone position Measurement Error on Multi Channel Distant Speech Recognition & Intelligibility
It was shown in (Raikar et al., 2020) that the measurement error in the microphone position affected the room impulse response (RIR) which in turn affected the single channel speech recognition. In this paper, we ex-tend…
Distant Speech RecognitionPositionRoom Impulse Response (RIR)speech-recognition+2MeshRIR: A Dataset of Room Impulse Responses on Meshed Grid Points For Evaluating Sound Field Analysis and Synthesis Methods
A new impulse response (IR) dataset called "MeshRIR" is introduced. Currently available datasets usually include IRs at an array of microphones from several source positions under various room conditions, which are basic…
Distant Speech RecognitionRoom Impulse Response (RIR)Speech Enhancementspeech-recognition+1