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 126–150 of 3012 papers

Title	Date	Tasks	Status	Hype
Towards Improved Room Impulse Response Estimation for Speech Recognition	Nov 8, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Multi-blank Transducers for Speech Recognition	Nov 4, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Losses Can Be Blessings: Routing Self-Supervised Speech Representations Towards Efficient Multilingual and Multitask Speech Processing	Nov 2, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
data2vec-aqc: Search for the right Teaching Assistant in the Teacher-Student training setup	Nov 2, 2022	Automatic Speech Recognition (ASR)Language Modeling	CodeCode Available	1
Robust Data2vec: Noise-robust Speech Representation Learning for ASR by Combining Regression and Improved Contrastive Learning	Oct 27, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Automatic Severity Classification of Dysarthric speech by using Self-supervised Model with Multi-task Learning	Oct 27, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
There is more than one kind of robustness: Fooling Whisper with adversarial examples	Oct 26, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
ESB: A Benchmark For Multi-Domain End-to-End Speech Recognition	Oct 24, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
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
Towards Relation Extraction From Speech	Oct 17, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Can we use Common Voice to train a Multi-Speaker TTS system?	Oct 12, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
A context-aware knowledge transferring strategy for CTC-based ASR	Oct 12, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
JoeyS2T: Minimalistic Speech-to-Text Modeling with JoeyNMT	Oct 5, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
CCC-wav2vec 2.0: Clustering aided Cross Contrastive Self-supervised learning of speech representations	Oct 5, 2022	Automatic Speech Recognition (ASR)Clustering	CodeCode Available	1
TVLT: Textless Vision-Language Transformer	Sep 28, 2022	Automatic Speech Recognition (ASR)Image Retrieval	CodeCode Available	1
Non-autoregressive Error Correction for CTC-based ASR with Phone-conditioned Masked LM	Sep 8, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Deep Sparse Conformer for Speech Recognition	Sep 1, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
IndicSUPERB: A Speech Processing Universal Performance Benchmark for Indian languages	Aug 24, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
ASR Error Correction with Constrained Decoding on Operation Prediction	Aug 9, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
DENT-DDSP: Data-efficient noisy speech generator using differentiable digital signal processors for explicit distortion modelling and noise-robust speech recognition	Aug 1, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Improving Mandarin Speech Recogntion with Block-augmented Transformer	Jul 24, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Transfer Learning of wav2vec 2.0 for Automatic Lyric Transcription	Jul 20, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
MM-ALT: A Multimodal Automatic Lyric Transcription System	Jul 13, 2022	Action DetectionActivity Detection	CodeCode Available	1
Distilling a Pretrained Language Model to a Multilingual ASR Model	Jun 25, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
A Systematic Comparison of Phonetic Aware Techniques for Speech Enhancement	Jun 22, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1

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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