Speech Commands
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Audio Classification | Speech Commands (test) | Accuracy98.4 | 65 | |
| Keyword Spotting | Speech Commands V2 | Accuracy98.8 | 61 | |
| Audio Classification | Speech Commands V2 (test) | Accuracy98.9 | 59 | |
| Audio recognition | Speech Commands V2 | Accuracy98.9 | 43 | |
| 35-way Speech Classification | Speech Commands 16kHz 35-way (test) | Accuracy96.82 | 32 | |
| 35-way Speech Classification | Speech Commands 8kHz 35-way (test) | Accuracy95.05 | 28 | |
| Audio Classification | Speech Commands Spectrogram Mini (train) | Training Loss0.219 | 24 | |
| Audio Classification | Speech Commands Spectrogram Mini (val) | Accuracy83.3 | 24 | |
| Keyword Spotting | Speech Commands KS1 v1 | Accuracy98.8 | 24 | |
| Keyword Spotting | Speech Commands KS2 v2 | Accuracy98.9 | 23 | |
| Speech Command Recognition | RAW Speech Commands (SC) Full 35 Labels (val) | Accuracy96.78 | 22 | |
| Speech Classification | Speech Commands v1 | Accuracy99 | 19 | |
| Speech Classification | Speech Commands MFCC (test) | Accuracy95.3 | 16 | |
| Speech Classification | Speech Commands v2 | Accuracy98.8 | 15 | |
| Classification | Speech Commands Raw (SC_raw) (test) | Accuracy98.32 | 15 | |
| Audio Classification | Speech Commands | Accuracy97.8 | 14 | |
| Speech Recognition | Speech Commands Mini | Accuracy93.4 | 13 | |
| Audio Classification | Speech Commands (SC) Unprocessed signals (RAW) | Accuracy98.32 | 13 | |
| Keyword Spotting | Speech Commands SC-30 v1 (test) | BA95.86 | 10 | |
| Keyword Spotting | Speech Commands SC-10 v1 (test) | BA95.01 | 10 | |
| Audio Classification | Speech Commands 35 classes V2 (evaluation) | Accuracy98.15 | 9 | |
| Audio Backdoor Defense | Speech Commands v1 (train) | ASR Accuracy (%)99.75 | 8 | |
| Audio Classification | Speech Commands (SC) MFCC Standard pre-processed | Accuracy95.3 | 8 | |
| Speech Command Recognition | Speech Commands 16kHz SC10 (val) | Accuracy98.51 | 7 | |
| Keyword Spotting | Speech Commands V1 | Accuracy97.3 | 6 |
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