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Silent Speech Recognition on EMG open-vocabulary 2020 (test)

42.2WERTransduction model
41.16848.13455.162.066Jun 3, 2021

Evaluation results

MethodLinks
Transduction modelArchitecture=Transformer, Feature Extraction=Convolution, Loss Components=Phoneme loss included2021.0642.2
Transduction modelArchitecture=Transformer, Feature Extraction=Hand-designed features, Ablation=Replace convolution features with hand-designed features2021.0645.2
Transduction modelArchitecture=LSTM, Feature Extraction=Convolution, Ablation=Replace Transformer with LSTM2021.0646
Transduction modelArchitecture=Transformer, Feature Extraction=Convolution, Loss Components=Remove phoneme loss, Ablation=Remove phoneme loss2021.0651.7
Gaddy and Klein (2020)Architecture=LSTM (3 bidirectional layers, 1024 dimensions), Feature Extraction=Hand-designed features2021.0668