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 76–100 of 3012 papers

Title	Date	Tasks	Status	Hype
Automatic speech recognition for the Nepali language using CNN, bidirectional LSTM and ResNet	Jun 25, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Continual Test-time Adaptation for End-to-end Speech Recognition on Noisy Speech	Jun 16, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
LipGER: Visually-Conditioned Generative Error Correction for Robust Automatic Speech Recognition	Jun 6, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
A Variance-Preserving Interpolation Approach for Diffusion Models with Applications to Single Channel Speech Enhancement and Recognition	May 27, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
SoccerNet-Echoes: A Soccer Game Audio Commentary Dataset	May 12, 2024	Action SpottingAutomatic Speech Recognition	CodeCode Available	1
Muting Whisper: A Universal Acoustic Adversarial Attack on Speech Foundation Models	May 9, 2024	Adversarial AttackAutomatic Speech Recognition	CodeCode Available	1
Unveiling the Potential of LLM-Based ASR on Chinese Open-Source Datasets	May 3, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Less Peaky and More Accurate CTC Forced Alignment by Label Priors	Apr 22, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Speech Robust Bench: A Robustness Benchmark For Speech Recognition	Mar 8, 2024	Adversarial RobustnessAutomatic Speech Recognition	CodeCode Available	1
A Cross-Modal Approach to Silent Speech with LLM-Enhanced Recognition	Mar 2, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
It's Never Too Late: Fusing Acoustic Information into Large Language Models for Automatic Speech Recognition	Feb 8, 2024	Audio-Visual Speech RecognitionAutomatic Speech Recognition	CodeCode Available	1
REBORN: Reinforcement-Learned Boundary Segmentation with Iterative Training for Unsupervised ASR	Feb 6, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Word-Level ASR Quality Estimation for Efficient Corpus Sampling and Post-Editing through Analyzing Attentions of a Reference-Free Metric	Jan 20, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Extending Whisper with prompt tuning to target-speaker ASR	Dec 13, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
D4AM: A General Denoising Framework for Downstream Acoustic Models	Nov 28, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Improving Whispered Speech Recognition Performance using Pseudo-whispered based Data Augmentation	Nov 9, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Improved Child Text-to-Speech Synthesis through Fastpitch-based Transfer Learning	Nov 7, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Multilingual DistilWhisper: Efficient Distillation of Multi-task Speech Models via Language-Specific Experts	Nov 2, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Automatic Disfluency Detection from Untranscribed Speech	Nov 1, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Developing a Multilingual Dataset and Evaluation Metrics for Code-Switching: A Focus on Hong Kong's Polylingual Dynamics	Oct 27, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
CL-MASR: A Continual Learning Benchmark for Multilingual ASR	Oct 25, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
ArTST: Arabic Text and Speech Transformer	Oct 25, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Accented Speech Recognition With Accent-specific Codebooks	Oct 24, 2023	Accented Speech RecognitionAutomatic Speech Recognition	CodeCode Available	1
Advancing Test-Time Adaptation in Wild Acoustic Test Settings	Oct 14, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Speech collage: code-switched audio generation by collaging monolingual corpora	Sep 27, 2023	Audio GenerationAutomatic Speech Recognition	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