Speaker-Independent Keyword Spotting on Google Speech Commands (GSC)
99.21AUROCDMA-KWS(2)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DMA-KWS(2)# Params=4.1M, PT (hrs)=1460†, FT (hrs)=14602026.05 | 99.21 | 3.93 | |
| MM-KWS@ATVenue=IS 24, # Params=3.9M, PT (hrs)=0, FT (hrs)=460+417‡2026.05 | 98.97 | 4.86 | |
| W-CTCVenue=IS 25, # Params=3.6M, PT (hrs)=460†, FT (hrs)=4602026.05 | 98.89 | 4.64 | |
| MM-KWS@TVenue=IS 24, # Params=3.9M, PT (hrs)=0, FT (hrs)=460+417‡2026.05 | 98.69 | 5.52 | |
| DMA-KWS(2)# Params=4.1M, PT (hrs)=460†, FT (hrs)=4602026.05 | 98.3 | 5.95 | |
| DMA-KWS(1)# Params=4.1M, PT (hrs)=1460†, FT (hrs)=14602026.05 | 98.27 | 6.38 | |
| PhonMatchNetVenue=IS 23, # Params=0.7M, PT (hrs)=110,000*, FT (hrs)=4602026.05 | 98.11 | 6.77 | |
| DMA-KWS(1)# Params=4.1M, PT (hrs)=460†, FT (hrs)=4602026.05 | 97.82 | 7.56 | |
| CEDVenue=ICASSP 24, # Params=3.6M, PT (hrs)=460†, FT (hrs)=4602026.05 | 93.94 | 13.45 | |
| DONUTVenue=ICASSP 21, # Params=-, PT (hrs)=0, FT (hrs)=4602026.05 | 92.09 | 14.75 | |
| CMCDVenue=IS 22, # Params=0.7M, PT (hrs)=0, FT (hrs)=4602026.05 | 81.06 | 27.25 | |
| TripletVenue=IS 19, # Params=-, PT (hrs)=0, FT (hrs)=4602026.05 | 71.48 | 35.6 |