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4 months ago

Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition

Pete Warden

Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition

Abstract

Describes an audio dataset of spoken words designed to help train and evaluate keyword spotting systems. Discusses why this task is an interesting challenge, and why it requires a specialized dataset that is different from conventional datasets used for automatic speech recognition of full sentences. Suggests a methodology for reproducible and comparable accuracy metrics for this task. Describes how the data was collected and verified, what it contains, previous versions and properties. Concludes by reporting baseline results of models trained on this dataset.

Code Repositories

retrocirce/hts-audio-transformer
pytorch
Mentioned in GitHub
Cbhihe/classify_sound_mobile
tf
Mentioned in GitHub
Alpe6825/Unicornn
pytorch
Mentioned in GitHub
diggerdu/AudioMamba
pytorch
Mentioned in GitHub
Qualcomm-AI-research/bcresnet
pytorch
Mentioned in GitHub
ncsoft/phonmatchnet
tf
Mentioned in GitHub
rf5/simple-speech-commands
pytorch
Mentioned in GitHub
ayyucedemirbas/gcommands_12_classes
pytorch
Mentioned in GitHub
diggerdu/audiorwkv
pytorch
Mentioned in GitHub
idiap/sparch
pytorch
Mentioned in GitHub
TMarquet/speech_recognition
tf
Mentioned in GitHub
unibe-cns/gle-code
pytorch
Mentioned in GitHub
fracorti/reds
tf
Mentioned in GitHub
widzemin/audio_project
tf
Mentioned in GitHub
pulp-platform/eae-kws
pytorch
Mentioned in GitHub
toopster/dsc-capstone-project
tf
Mentioned in GitHub
maxtimer97/ssm-inspired-lif
pytorch
Mentioned in GitHub
dapeter/nas-for-kws
pytorch
Mentioned in GitHub
TomVeniat/SANAS
pytorch
Mentioned in GitHub
phanxuanphucnd/wav2kws
pytorch
Mentioned in GitHub
jarfo/gcommands
pytorch
Mentioned in GitHub
Snapchat/snapml-templates
tf
Mentioned in GitHub
saraalemadi/DroneAudioDataset
tf
Mentioned in GitHub
tae-jun/sampleaudio
tf
Mentioned in GitHub
bozliu/E2E-Keyword-Spotting
pytorch
Mentioned in GitHub
lukesin/nas-for-kws-2
pytorch
Mentioned in GitHub
qute012/Wav2Keyword
pytorch
Mentioned in GitHub

Benchmarks

BenchmarkMethodologyMetrics
keyword-spotting-on-tensorflowTensorFlow's model version 1
TFMA: 85.4
keyword-spotting-on-tensorflowTensorFlow's model version 2
TFMA: 89.7

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Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition | Papers | HyperAI