TABLE XII.
Summary of Visual Wake Words Detection for Microcontrollers
Method | Accuracy | SRAM (kB) | Flash (kB) | MACs (M) |
---|---|---|---|---|
MobileNetV1 [8] | 80% | - | 325 | 15.7 |
MicroNets MbNetV2 [8] |
78-88% | 75-275 | 250-800 |
- |
MCUNetV2 [121] | 90-94% | 30-118 | < 1000 | |
RaScaNet [202] | 88-92% | 4-8 | 15-60 | 8-57 |
RNNPool MbNetv2 [60] |
86-91% | 8-32 | 250 | 38-53 |
MNasNet [14] | 85-90% | 50-250 | 400 | 10-54 |
Dataset: Visual Wake Words [14].