Keyword Spotting on GSC
94.67Top-1 AccuracycAdLIF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| cAdLIFResolution=10 ms, # Params=0.3M, Recurrent Connections=false, Synaptic Delays=false2025.06 | 94.67 | — | — | |
| RadLIFResolution=10 ms, # Params=0.83M, Recurrent Connections=true, Synaptic Delays=false2025.06 | 94.51 | — | — | |
| TeacherShots=10, #MACs=63.3* G, #Params=217.8* M2026.01 | 83 | 85.2 | 90.9 | |
| Edgespot-4Shots=10, #MACs=29.4 M, #Params=128.3 k2026.01 | 82 | 87.4 | 91.9 | |
| ResNet15Shots=10, #MACs=235 M, #Params=480 k2026.01 | 75.4 | 85.2 | 91 | |
| BC-ResNet-4Shots=10, #MACs=24.1 M, #Params=96.6 k2026.01 | 73.7 | 82.1 | 90.6 | |
| Edgespot-3Shots=10, #MACs=18.6 M, #Params=80.6 k2026.01 | 70.2 | 80.8 | 89.4 | |
| BC-ResNet-3Shots=10, #MACs=14.5 M, #Params=59.2 k2026.01 | 68.4 | 79.7 | 89.2 | |
| TeacherShots=1, #MACs=63.3* G, #Params=217.8* M2026.01 | 65.1 | 75.1 | 82.7 | |
| Edgespot-2Shots=10, #MACs=10.3 M, #Params=43.3 k2026.01 | 57.1 | 74 | 85.7 | |
| BC-ResNet-2Shots=10, #MACs=7.3 M, #Params=30.6 k2026.01 | 53.4 | 69 | 83.1 | |
| Edgespot-4Shots=1, #MACs=29.4 M, #Params=128.3 k2026.01 | 51.8 | 67 | 79 | |
| BC-ResNet-4Shots=1, #MACs=24.1 M, #Params=96.6 k2026.01 | 44.5 | 60.5 | 74.3 | |
| ResNet15Shots=1, #MACs=235 M, #Params=480 k2026.01 | 44.3 | 60.6 | 73.7 | |
| Edgespot-3Shots=1, #MACs=18.6 M, #Params=80.6 k2026.01 | 41.1 | 57.2 | 73.2 | |
| Edgespot-1Shots=10, #MACs=4.5 M, #Params=16.6 k2026.01 | 40.1 | 54.5 | 74.6 | |
| BC-ResNet-3Shots=1, #MACs=14.5 M, #Params=59.2 k2026.01 | 36.8 | 56.6 | 73.7 | |
| BC-ResNet-1Shots=10, #MACs=2.5 M, #Params=10.9 k2026.01 | 35.6 | 52.9 | 71.7 | |
| Edgespot-2Shots=1, #MACs=10.3 M, #Params=43.3 k2026.01 | 29.2 | 48.2 | 66.8 | |
| BC-ResNet-2Shots=1, #MACs=7.3 M, #Params=30.6 k2026.01 | 25.8 | 42 | 62.9 | |
| Edgespot-1Shots=1, #MACs=4.5 M, #Params=16.6 k2026.01 | 17.2 | 28 | 50.8 | |
| BC-ResNet-1Shots=1, #MACs=2.5 M, #Params=10.9 k2026.01 | 14.1 | 27.3 | 48.5 |