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Speech Commands

Benchmarks

Task NameDataset NameSOTA ResultTrend
Keyword SpottingSpeech Commands V2
Accuracy98.8
61
Audio recognitionSpeech Commands V2
Accuracy98.9
43
Audio ClassificationSpeech Commands (test)
Accuracy98.4
43
Audio ClassificationSpeech Commands V2 (test)
Accuracy98.9
35
35-way Speech ClassificationSpeech Commands 16kHz 35-way (test)
Accuracy96.82
32
35-way Speech ClassificationSpeech Commands 8kHz 35-way (test)
Accuracy95.05
28
Audio ClassificationSpeech Commands Spectrogram Mini (train)
Training Loss0.219
24
Audio ClassificationSpeech Commands Spectrogram Mini (val)
Accuracy83.3
24
Keyword SpottingSpeech Commands KS1 v1
Accuracy98.8
24
Keyword SpottingSpeech Commands KS2 v2
Accuracy98.9
23
Speech Command RecognitionRAW Speech Commands (SC) Full 35 Labels (val)
Accuracy96.78
22
Speech ClassificationSpeech Commands MFCC (test)
Accuracy95.3
16
ClassificationSpeech Commands Raw (SC_raw) (test)
Accuracy98.32
15
Speech RecognitionSpeech Commands Mini
Accuracy93.4
13
Audio ClassificationSpeech Commands (SC) Unprocessed signals (RAW)
Accuracy98.32
13
Audio ClassificationSpeech Commands
Accuracy97.8
11
Audio ClassificationSpeech Commands (SC) MFCC Standard pre-processed
Accuracy95.3
8
Speech Command RecognitionSpeech Commands 16kHz SC10 (val)
Accuracy98.51
7
Keyword SpottingSpeech Commands V1
Accuracy97.3
6
Audio ClassificationSpeech Commands (SPC-1) v1
Accuracy97.4
6
Speech Command RecognitionSpeech Commands 8kHz SC10 (val)
Accuracy96.3
6
Speech classificationSpeech Commands (val)
Error Rate2.22
6
10-class classificationSpeech Commands (SC) 10-class
Accuracy97.5
5
Speech ClassificationSpeech Commands Raw 1 → 1/2 (test)
Accuracy88.66
5
Speech ClassificationSpeech Commands Raw 1 → 1 (test)
Accuracy95.87
5
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