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 351–375 of 407 papers

Title	Date	Tasks	Status	Hype
Visually grounded cross-lingual keyword spotting in speech	Jun 13, 2018	Keyword SpottingVisual Grounding	—Unverified	0
Resource-Efficient Neural Architect	Jun 12, 2018	Keyword SpottingNetwork Embedding	—Unverified	0
A Bird's-eye View of Language Processing Projects at the Romanian Academy	May 1, 2018	Autonomous VehiclesKeyword Spotting	—Unverified	0
Developing Far-Field Speaker System Via Teacher-Student Learning	Apr 14, 2018	Keyword SpottingModel Compression	—Unverified	0
Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition	Apr 9, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Attention-based End-to-End Models for Small-Footprint Keyword Spotting	Mar 29, 2018	Keyword SpottingSmall-Footprint Keyword Spotting	CodeCode Available	0
Speech Recognition: Keyword Spotting Through Image Recognition	Mar 10, 2018	image-classificationImage Classification	—Unverified	0
Zone-based Keyword Spotting in Bangla and Devanagari Documents	Dec 5, 2017	Keyword SpottingSegmentation	—Unverified	0
Multiple-Instance, Cascaded Classification for Keyword Spotting in Narrow-Band Audio	Nov 21, 2017	General ClassificationKeyword Spotting	—Unverified	0
Hello Edge: Keyword Spotting on Microcontrollers	Nov 20, 2017	Keyword Spotting	CodeCode Available	0
Deep Residual Learning for Small-Footprint Keyword Spotting	Oct 28, 2017	Keyword SpottingSmall-Footprint Keyword Spotting	CodeCode Available	1
Streaming Small-Footprint Keyword Spotting using Sequence-to-Sequence Models	Oct 26, 2017	General ClassificationKeyword Spotting	—Unverified	0
Honk: A PyTorch Reimplementation of Convolutional Neural Networks for Keyword Spotting	Oct 18, 2017	Keyword Spottingspeech-recognition	CodeCode Available	0
Small-footprint Keyword Spotting Using Deep Neural Network and Connectionist Temporal Classifier	Sep 12, 2017	Decision MakingKeyword Spotting	—Unverified	0
Word Searching in Scene Image and Video Frame in Multi-Script Scenario using Dynamic Shape Coding	Aug 18, 2017	Keyword SpottingOptical Character Recognition (OCR)	—Unverified	0
Polish Read Speech Corpus for Speech Tools and Services	Jun 1, 2017	Action DetectionActivity Detection	—Unverified	0
READ-BAD: A New Dataset and Evaluation Scheme for Baseline Detection in Archival Documents	May 9, 2017	BinarizationKeyword Spotting	CodeCode Available	0
Max-Pooling Loss Training of Long Short-Term Memory Networks for Small-Footprint Keyword Spotting	May 5, 2017	CPUKeyword Spotting	—Unverified	0
Automatic Extraction of News Values from Headline Text	Apr 1, 2017	ArticlesKeyword Spotting	—Unverified	0
Convolutional Recurrent Neural Networks for Small-Footprint Keyword Spotting	Mar 15, 2017	Keyword SpottingSmall-Footprint Keyword Spotting	—Unverified	0
Characterizing Linguistic Attributes for Automatic Classification of Intent Based Racist/Radicalized Posts on Tumblr Micro-Blogging Website	Jan 18, 2017	Ensemble LearningKeyword Spotting	—Unverified	0
An End-to-End Architecture for Keyword Spotting and Voice Activity Detection	Nov 28, 2016	Action DetectionActivity Detection	CodeCode Available	1
The Effects of Data Collection Methods in Twitter	Nov 1, 2016	Keyword Spotting	—Unverified	0
Neural Morphological Analysis: Encoding-Decoding Canonical Segments	Nov 1, 2016	Automatic Speech Recognition (ASR)Keyword Spotting	—Unverified	0
Trainable Frontend For Robust and Far-Field Keyword Spotting	Jul 19, 2016	Keyword Spottingspeech-recognition	CodeCode Available	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