Automatic Speech Recognition (ASR)

Automatic Speech Recognition (ASR) involves converting spoken language into written text. It is designed to transcribe spoken words into text in real-time, allowing people to communicate with computers, mobile devices, and other technology using their voice. The goal of Automatic Speech Recognition is to accurately transcribe speech, taking into account variations in accent, pronunciation, and speaking style, as well as background noise and other factors that can affect speech quality.

Papers

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Showing 341–350 of 3012 papers

Title	Date	Tasks	Status
Analyzing the factors affecting usefulness of Self-Supervised Pre-trained Representations for Speech Recognition	Mar 31, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
使用字典學習法於強健性語音辨識 (The Use of Dictionary Learning Approach for Robustness Speech Recognition) [In Chinese]	Dec 1, 2016	Automatic Speech Recognition (ASR)Dictionary Learning	—Unverified
Adapting self-supervised models to multi-talker speech recognition using speaker embeddings	Nov 1, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
ATC-ANNO: Semantic Annotation for Air Traffic Control with Assistive Auto-Annotation	May 1, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
ATCSpeech: a multilingual pilot-controller speech corpus from real Air Traffic Control environment	Nov 26, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Analyzing Large Receptive Field Convolutional Networks for Distant Speech Recognition	Oct 15, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Adapting Multi-Lingual ASR Models for Handling Multiple Talkers	May 30, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
A Comparative Study on E-Branchformer vs Conformer in Speech Recognition, Translation, and Understanding Tasks	May 18, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Analyzing ASR pretraining for low-resource speech-to-text translation	Oct 23, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Analysis of Self-Attention Head Diversity for Conformer-based Automatic Speech Recognition	Sep 13, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified

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All datasets LRS2 RealMAN Sagalee HUI speech corpus LRS3-TED M-AILabs speech dataset The Spoken Wikipedia Corpora Voxforge German VoxPopuli

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	TM-CTC	Test WER	10.1	—	Unverified
2	TM-seq2seq	Test WER	9.7	—	Unverified
3	CTC/attention	Test WER	8.2	—	Unverified
4	LF-MMI TDNN	Test WER	6.7	—	Unverified
5	Whisper-LLaMA	Test WER	6.6	—	Unverified
6	End2end Conformer	Test WER	3.9	—	Unverified
7	End2end Conformer	Test WER	3.7	—	Unverified
8	MoCo + wav2vec (w/o extLM)	Test WER	2.7	—	Unverified
9	CTC/Attention	Test WER	1.5	—	Unverified
10	Whisper	Test WER	1.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SpatialNet	CER	14.5	—	Unverified
2	CleanMel-L-mask	CER	14.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer	Test WER	15.32	—	Unverified
2	Whisper-largev3-finetuned	Test WER	10.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer Transducer	WER (%)	1.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DistillAV	WER	1.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer Transducer	WER (%)	4.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer Transducer	WER (%)	8.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer Transducer	WER (%)	3.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Conformer Transducer (German)	WER (%)	8.98	—	Unverified