Keyword Spotting

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

( Image credit: Simon Grest )

Papers

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Showing 301–325 of 407 papers

Title	Date	Tasks	Status
Learning To Detect Keyword Parts And Whole By Smoothed Max Pooling	Jan 25, 2020	DecoderKeyword Spotting	—Unverified
Performance-Oriented Neural Architecture Search	Jan 9, 2020	Edge-computingGPU	—Unverified
A Multi-oriented Chinese Keyword Spotter Guided by Text Line Detection	Jan 3, 2020	Keyword SpottingLine Detection	—Unverified
Predicting detection filters for small footprint open-vocabulary keyword spotting	Dec 16, 2019	Keyword Spotting	—Unverified
Small-footprint Keyword Spotting with Graph Convolutional Network	Dec 11, 2019	Keyword SpottingSmall-Footprint Keyword Spotting	—Unverified
Small-Footprint Keyword Spotting on Raw Audio Data with Sinc-Convolutions	Nov 5, 2019	Keyword SpottingSmall-Footprint Keyword Spotting	CodeCode Available
Honkling: In-Browser Personalization for Ubiquitous Keyword Spotting	Nov 1, 2019	Keyword Spotting	CodeCode Available
Temporal Feedback Convolutional Recurrent Neural Networks for Speech Command Recognition	Oct 30, 2019	Keyword Spotting	CodeCode Available
Adversarial Example Detection by Classification for Deep Speech Recognition	Oct 22, 2019	ClassificationGeneral Classification	CodeCode Available
Indian EmoSpeech Command Dataset: A dataset for emotion based speech recognition in the wild	Oct 18, 2019	Emotion RecognitionKeyword Spotting	CodeCode Available
Query-by-example on-device keyword spotting	Oct 11, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Orthogonality Constrained Multi-Head Attention For Keyword Spotting	Oct 10, 2019	Keyword Spotting	—Unverified
Spoken Language Identification using ConvNets	Oct 9, 2019	Keyword SpottingLanguage Identification	—Unverified
Keyword Spotter Model for Crop Pest and Disease Monitoring from Community Radio Data	Oct 5, 2019	Keyword Spotting	—Unverified
A Channel-Pruned and Weight-Binarized Convolutional Neural Network for Keyword Spotting	Sep 12, 2019	BinarizationGeneral Classification	—Unverified
Multi-layer Attention Mechanism for Speech Keyword Recognition	Jul 10, 2019	Keyword Spottingspeech-recognition	—Unverified
Improving Reverberant Speech Training Using Diffuse Acoustic Simulation	Jul 9, 2019	BIG-bench Machine LearningKeyword Spotting	—Unverified
Improved low-resource Somali speech recognition by semi-supervised acoustic and language model training	Jul 6, 2019	Acoustic ModellingAutomatic Speech Recognition	—Unverified
Keyword Spotting for Hearing Assistive Devices Robust to External Speakers	Jun 22, 2019	Keyword SpottingMulti-Task Learning	—Unverified
A Monaural Speech Enhancement Method for Robust Small-Footprint Keyword Spotting	Jun 20, 2019	Keyword SpottingSmall-Footprint Keyword Spotting	—Unverified
An Alternative Deep Feature Approach to Line Level Keyword Spotting	Jun 1, 2019	Handwritten Text RecognitionHTR	—Unverified
SpeechYOLO: Detection and Localization of Speech Objects	Apr 14, 2019	General ClassificationKeyword Spotting	—Unverified
Temporal Convolution for Real-time Keyword Spotting on Mobile Devices	Apr 8, 2019	Keyword Spotting	CodeCode Available
On evaluating CNN representations for low resource medical image classification	Mar 26, 2019	ClassificationGeneral Classification	—Unverified
Evaluating Sequence-to-Sequence Models for Handwritten Text Recognition	Mar 18, 2019	DecoderHandwritten Text Recognition	CodeCode Available

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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