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 111–120 of 3012 papers

Title	Date	Tasks	Status	Hype	Score
Framework for Curating Speech Datasets and Evaluating ASR Systems: A Case Study for Polish	Jul 18, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5
BERTraffic: BERT-based Joint Speaker Role and Speaker Change Detection for Air Traffic Control Communications	Oct 12, 2021	Action DetectionActivity Detection	CodeCode Available	1	5
Efficient Neural Architecture Search for End-to-end Speech Recognition via Straight-Through Gradients	Nov 11, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5
A Sidecar Separator Can Convert a Single-Talker Speech Recognition System to a Multi-Talker One	Feb 20, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5
Brazilian Portuguese Speech Recognition Using Wav2vec 2.0	Jul 23, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5
End-to-End Automatic Speech Recognition for Gujarati	Dec 1, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5
End-to-End Speech Recognition and Disfluency Removal	Sep 22, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5
ArzEn-LLM: Code-Switched Egyptian Arabic-English Translation and Speech Recognition Using LLMs	Jun 26, 2024	ArzEn Code-switched Translation to araArzEn Code-switched Translation to eng	CodeCode Available	1	5
Brouhaha: multi-task training for voice activity detection, speech-to-noise ratio, and C50 room acoustics estimation	Oct 24, 2022	Action DetectionActivity Detection	CodeCode Available	1	5
Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition	Oct 26, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1	5

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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