SOTAVerified

Keyword Spotting

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

( Image credit: Simon Grest )

Papers

Showing 376400 of 407 papers

TitleStatusHype
ImportantAug: a data augmentation agent for speechCode0
Small-Footprint Keyword Spotting on Raw Audio Data with Sinc-ConvolutionsCode0
GTM-UVigo Systems for the Query-by-Example Search on Speech Task at MediaEval 2015Code0
Unsupervised Speech Representation Pooling Using Vector QuantizationCode0
AraSpot: Arabic Spoken Command SpottingCode0
ed-cec: improving rare word recognition using asr postprocessing based on error detection and context-aware error correctionCode0
What’s Cookin’? Interpreting Cooking Videos using Text, Speech and VisionCode0
What's Cookin'? Interpreting Cooking Videos using Text, Speech and VisionCode0
DONUT: CTC-based Query-by-Example Keyword SpottingCode0
Filler Word Detection and Classification: A Dataset and BenchmarkCode0
Learning Delays Through Gradients and Structure: Emergence of Spatiotemporal Patterns in Spiking Neural NetworksCode0
Audiomer: A Convolutional Transformer For Keyword SpottingCode0
Audio Explanation Synthesis with Generative Foundation ModelsCode0
Distilled Non-Semantic Speech Embeddings with Binary Neural Networks for Low-Resource DevicesCode0
Boosting keyword spotting through on-device learnable user speech characteristicsCode0
Advances in Small-Footprint Keyword Spotting: A Comprehensive Review of Efficient Models and AlgorithmsCode0
TACos: Learning Temporally Structured Embeddings for Few-Shot Keyword Spotting with Dynamic Time WarpingCode0
Temporal Convolution for Real-time Keyword Spotting on Mobile DevicesCode0
Neural ODE with Temporal Convolution and Time Delay Neural Networks for Small-Footprint Keyword SpottingCode0
Neuromorphic Keyword Spotting with Pulse Density Modulation MEMS MicrophonesCode0
Federated Learning for Keyword SpottingCode0
READ-BAD: A New Dataset and Evaluation Scheme for Baseline Detection in Archival DocumentsCode0
Noise-Robust Keyword Spotting through Self-supervised PretrainingCode0
Temporal Feedback Convolutional Recurrent Neural Networks for Speech Command RecognitionCode0
Trainable Frontend For Robust and Far-Field Keyword SpottingCode0
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Benchmark Results

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