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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1651–1660 of 3012 papers

Title	Date	Tasks	Status	Hype
Robustness of end-to-end Automatic Speech Recognition Models – A Case Study using Mozilla DeepSpeech	Sep 1, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Tree-constrained Pointer Generator for End-to-end Contextual Speech Recognition	Sep 1, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Efficient conformer: Progressive downsampling and grouped attention for automatic speech recognition	Aug 31, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
ASR-GLUE: A New Multi-task Benchmark for ASR-Robust Natural Language Understanding	Aug 30, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Investigations on Speech Recognition Systems for Low-Resource Dialectal Arabic-English Code-Switching Speech	Aug 29, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
4-bit Quantization of LSTM-based Speech Recognition Models	Aug 27, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Improving callsign recognition with air-surveillance data in air-traffic communication	Aug 27, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Grammar Based Speaker Role Identification for Air Traffic Control Speech Recognition	Aug 27, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Task-aware Warping Factors in Mask-based Speech Enhancement	Aug 27, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Cross-domain Single-channel Speech Enhancement Model with Bi-projection Fusion Module for Noise-robust ASR	Aug 26, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0

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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