Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition

9 Apr 2018 Pete Warden

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... (read more)

PDF Abstract

Datasets


Introduced in the Paper:

Speech Commands

Mentioned in the Paper:

ImageNet LibriSpeech

Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Keyword Spotting TensorFlow TensorFlow's model version 2 TFMA 89.7 # 1
Keyword Spotting TensorFlow TensorFlow's model version 1 TFMA 85.4 # 2

Methods used in the Paper


METHOD TYPE
🤖 No Methods Found Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet