Event-audio Classification on SHD (test)
92.3AccuracyGCN-RNN (base)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GCN-RNN (base)Device=Zynq ZCU104, Freq. [MHz]=2002026.02 | 92.3 | 8.0718 | — | — | 81,567 | 47,699 | 70 | 318 | |
| GCN-RNN (2VecMuls)Device=Zynq ZCU104, Freq. [MHz]=2002026.02 | 92.3 | 15.2186 | — | — | 41,925 | 30,198 | 70 | 164 | |
| GCN-RNN (PL-head)Device=Zynq ZCU104, Freq. [MHz]=2002026.02 | 92.12 | 8.45 | 1.08 | — | 91,630 | 51,492 | 84.5 | 330 | |
| GCN-RNN (tiny)Device=Zynq ZCU104, Freq. [MHz]=2002026.02 | 88.78 | 4.0118 | — | — | 34,474 | 23,713 | 28 | 106 | |
| Matinizadeh et al.Device=Zynq ZCU104, Freq. [MHz]=1002026.02 | 87.8 | — | 1.629 | — | 149,760 | 92,160 | 75 | — | |
| Carpegna et al.Device=Zynq Z7-20, Freq. [MHz]=1002026.02 | 72.99 | 540 | 0.43 | 18,268 | — | — | 51 | — |