Keyword Spotting

In speech processing, keyword spotting deals with the identification of keywords in utterances.

( Image credit: Simon Grest )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–125 of 407 papers

Title	Date	Tasks	Status	Score
Building and benchmarking an Arabic Speech Commands dataset for small-footprint keyword spotting	May 7, 2021	BenchmarkingDeep Learning	CodeCode Available	5
Hello Edge: Keyword Spotting on Microcontrollers	Nov 20, 2017	Keyword Spotting	CodeCode Available	5
JavaScript Convolutional Neural Networks for Keyword Spotting in the Browser: An Experimental Analysis	Oct 30, 2018	Keyword SpottingModel Compression	CodeCode Available	5
Filler Word Detection and Classification: A Dataset and Benchmark	Mar 28, 2022	ClassificationKeyword Spotting	CodeCode Available	5
Boosting keyword spotting through on-device learnable user speech characteristics	Mar 12, 2024	Few-Shot LearningKeyword Spotting	CodeCode Available	5
Federated Learning for Keyword Spotting	Oct 9, 2018	Federated LearningKeyword Spotting	CodeCode Available	5
Audiomer: A Convolutional Transformer For Keyword Spotting	Sep 21, 2021	Keyword Spotting	CodeCode Available	5
ed-cec: improving rare word recognition using asr postprocessing based on error detection and context-aware error correction	Oct 8, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	5
End-to-end Keyword Spotting using Xception-1d	Oct 9, 2021	Keyword Spotting	CodeCode Available	5
Evaluating Sequence-to-Sequence Models for Handwritten Text Recognition	Mar 18, 2019	DecoderHandwritten Text Recognition	CodeCode Available	5
GTM-UVigo Systems for the Query-by-Example Search on Speech Task at MediaEval 2015	Sep 14, 2015	DecoderDynamic Time Warping	CodeCode Available	5
Keyword localisation in untranscribed speech using visually grounded speech models	Feb 2, 2022	Keyword SpottingTAG	CodeCode Available	5
Resource-efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization	Dec 18, 2020	Keyword SpottingNeural Architecture Search	CodeCode Available	5
Behavior of Keyword Spotting Networks Under Noisy Conditions	Sep 15, 2021	Keyword Spotting	—Unverified	0
An Alternative Deep Feature Approach to Line Level Keyword Spotting	Jun 1, 2019	Handwritten Text RecognitionHTR	—Unverified	0
EmoAttack: Utilizing Emotional Voice Conversion for Speech Backdoor Attacks on Deep Speech Classification Models	Aug 28, 2024	AttributeBackdoor Attack	—Unverified	0
ELiRF at MediaEval 2015: Query by Example Search on Speech Task (QUESST)	Sep 14, 2015	Dynamic Time WarpingKeyword Spotting	—Unverified	0
ELiRF at MediaEval 2014: Query by Example Search on Speech Task (QUESST)	Oct 16, 2014	Dynamic Time WarpingKeyword Spotting	—Unverified	0
BBS-KWS:The Mandarin Keyword Spotting System Won the Video Keyword Wakeup Challenge	Dec 3, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
AnalogNets: ML-HW Co-Design of Noise-robust TinyML Models and Always-On Analog Compute-in-Memory Accelerator	Nov 10, 2021	Keyword Spotting	—Unverified	0
Efficient keyword spotting using time delay neural networks	Aug 28, 2018	Keyword SpottingTransfer Learning	—Unverified	0
Employing Phonetic Speech Recognition for Language and Dialect Specific Search	Aug 1, 2014	Information RetrievalKeyword Spotting	—Unverified	0
Encoder-Decoder Neural Architecture Optimization for Keyword Spotting	Jun 4, 2021	DecoderKeyword Spotting	—Unverified	0
Automating speech reception threshold measurements using automatic speech recognition	Aug 1, 2013	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Automatic Speech Recognition for Humanitarian Applications in Somali	Jul 23, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0

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All datasets QUESST Google Speech Commands hey Siri FKD Google Speech Commands V2 35 TensorFlow VoxForge Google Speech Commands (v2)Google Speech Commands V2 12

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	NNI non-filtered(for the development set)	Cnxe	6.09	—	Unverified
2	NNI Choi(for the development set)	Cnxe	5.89	—	Unverified
3	NTU rnn (eval)	Cnxe	2.01	—	Unverified
4	NTU dtw (eval)	Cnxe	2.01	—	Unverified
5	NTU dtw (dev)	Cnxe	2.01	—	Unverified
6	NTU rnn (dev)	Cnxe	2.01	—	Unverified
7	ELiRF SDTW (eval)	Cnxe	1.19	—	Unverified
8	ELiRF SDTW-avg (eval)	Cnxe	1.07	—	Unverified
9	ELiRF SDTW (dev)	Cnxe	1.07	—	Unverified
10	CUNY [Subseq+MFCC] (eval)	Cnxe	1.07	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WaveFormer	Google Speech Commands V2 12	98.8	—	Unverified
2	QNN	Google Speech Commands V2 35	98.6	—	Unverified
3	TripletLoss-res15	Google Speech Commands V1 12	98.56	—	Unverified
4	M2D	Google Speech Commands V2 35	98.5	—	Unverified
5	EAT-S	Google Speech Commands V2 35	98.15	—	Unverified
6	Audio Spectrogram Transformer	Google Speech Commands V2 35	98.11	—	Unverified
7	EdgeCRNN 2.0×	Google Speech Commands V2 12	98.05	—	Unverified
8	BC-ResNet-8	Google Speech Commands V1 12	98	—	Unverified
9	HTS-AT	Google Speech Commands V2 35	98	—	Unverified
10	Wav2KWS	Google Speech Commands V1 12	97.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Stacked 1D CNN	Error Rate	1.99	—	Unverified
2	End-to-end DNN-HMM	Error Rate	1.7	—	Unverified
3	HEiMDaL	Error Rate	0.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Res26	Accuracy	95.88	—	Unverified
2	EfficientNet-A0 + SA + TL	Accuracy	95.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	QuaternionNeuralNetwork	Accuracy (10-fold)	98.53	—	Unverified
2	SSAMBA	Accuracy (10-fold)	97.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TensorFlow's model version 2	TFMA	89.7	—	Unverified
2	TensorFlow's model version 1	TFMA	85.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2D-ConvNet	Accuracy (%)	95.4	—	Unverified
2	1D-ConvNet	Accuracy (%)	93.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Quaternion Neural Networks	Accuracy(10-fold)	98.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MicroNet-KWS-L	Accuracy	95.3	—	Unverified