SOTAVerified

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 226–250 of 407 papers

TitleStatusHype
Small-Footprint Open-Vocabulary Keyword Spotting with Quantized LSTM Networks—0
Small-footprint slimmable networks for keyword spotting—0
Speech and language technologies for the automatic monitoring and training of cognitive functions—0
Speech Augmentation Based Unsupervised Learning for Keyword Spotting—0
Speech Enhancement for Wake-Up-Word detection in Voice Assistants—0
Speech-MLP: a simple MLP architecture for speech processing—0
Speech Privacy Leakage from Shared Gradients in Distributed Learning—0
Speech Recognition: Keyword Spotting Through Image Recognition—0
Speech Unlearning—0
SpeechYOLO: Detection and Localization of Speech Objects—0
Spiking-LEAF: A Learnable Auditory front-end for Spiking Neural Networks—0
Split Federated Learning on Micro-controllers: A Keyword Spotting Showcase—0
Spoken Language Identification using ConvNets—0
Spot keywords from very noisy and mixed speech—0
ST-KeyS: Self-Supervised Transformer for Keyword Spotting in Historical Handwritten Documents—0
Streaming Small-Footprint Keyword Spotting using Sequence-to-Sequence Models—0
Streaming Voice Query Recognition using Causal Convolutional Recurrent Neural Networks—0
Structured Transforms for Small-Footprint Deep Learning—0
以音韻屬性偵測擷取對話語音關鍵詞之研究 (Study on Keyword Spotting using Prosodic Attribute Detection for Conversational Speech) [In Chinese]—0
Sub 8-Bit Quantization of Streaming Keyword Spotting Models for Embedded Chipsets—0
SubSpectral Normalization for Neural Audio Data Processing—0
Synth4Kws: Synthesized Speech for User Defined Keyword Spotting in Low Resource Environments—0
Teaching keyword spotters to spot new keywords with limited examples—0
Temporal Knowledge Distillation for On-device Audio Classification—0
Ternary Hybrid Neural-Tree Networks for Highly Constrained IoT Applications—0
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All datasetsQUESSTGoogle Speech Commandshey SiriFKDGoogle Speech Commands V2 35TensorFlowVoxForgeGoogle Speech Commands (v2)Google Speech Commands V2 12

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1NNI non-filtered(for the development set)Cnxe6.09—Unverified
2NNI Choi(for the development set)Cnxe5.89—Unverified
3NTU rnn (eval)Cnxe2.01—Unverified
4NTU dtw (eval)Cnxe2.01—Unverified
5NTU dtw (dev)Cnxe2.01—Unverified
6NTU rnn (dev)Cnxe2.01—Unverified
7ELiRF SDTW (eval)Cnxe1.19—Unverified
8ELiRF SDTW-avg (eval)Cnxe1.07—Unverified
9ELiRF SDTW (dev)Cnxe1.07—Unverified
10CUNY [Subseq+MFCC] (eval)Cnxe1.07—Unverified
#ModelMetricClaimedVerifiedStatus
1WaveFormerGoogle Speech Commands V2 1298.8—Unverified
2QNNGoogle Speech Commands V2 3598.6—Unverified
3TripletLoss-res15Google Speech Commands V1 1298.56—Unverified
4M2DGoogle Speech Commands V2 3598.5—Unverified
5EAT-SGoogle Speech Commands V2 3598.15—Unverified
6Audio Spectrogram TransformerGoogle Speech Commands V2 3598.11—Unverified
7EdgeCRNN 2.0×Google Speech Commands V2 1298.05—Unverified
8BC-ResNet-8Google Speech Commands V1 1298—Unverified
9HTS-ATGoogle Speech Commands V2 3598—Unverified
10Wav2KWSGoogle Speech Commands V1 1297.9—Unverified
#ModelMetricClaimedVerifiedStatus
1Stacked 1D CNNError Rate1.99—Unverified
2End-to-end DNN-HMMError Rate1.7—Unverified
3HEiMDaLError Rate0.45—Unverified
#ModelMetricClaimedVerifiedStatus
1Res26Accuracy95.88—Unverified
2EfficientNet-A0 + SA + TLAccuracy95.83—Unverified
#ModelMetricClaimedVerifiedStatus
1QuaternionNeuralNetworkAccuracy (10-fold)98.53—Unverified
2SSAMBAAccuracy (10-fold)97.4—Unverified
#ModelMetricClaimedVerifiedStatus
1TensorFlow's model version 2TFMA89.7—Unverified
2TensorFlow's model version 1TFMA85.4—Unverified
#ModelMetricClaimedVerifiedStatus
12D-ConvNetAccuracy (%)95.4—Unverified
21D-ConvNetAccuracy (%)93.7—Unverified
#ModelMetricClaimedVerifiedStatus
1Quaternion Neural NetworksAccuracy(10-fold)98.53—Unverified
#ModelMetricClaimedVerifiedStatus
1MicroNet-KWS-LAccuracy95.3—Unverified