Benchmark
AFE
Resource Consumption
Algorithm Type |
RAM |
Average cpu loading(compute with 2 cores) |
Frame Length |
|---|---|---|---|
AEC(LOW_COST) |
152.3 KB |
8% |
32 ms |
AEC(HIGH_PERF) |
166 KB |
11% |
32 ms |
BSS(LOW_COST) |
198.7 KB |
6% |
64 ms |
BSS(HIGH_PERF) |
215.5 KB |
7% |
64 ms |
NS |
27 KB |
5% |
10 ms |
MISO |
56 KB |
8% |
16 ms |
AFE Layer |
227 KB |
WakeNet
Resource Consumption
Model Type |
RAM |
PSRAM |
Average Running Time per Frame |
Frame Length |
|---|---|---|---|---|
Quantised WakeNet8 @ 2 channel |
50 KB |
1640 KB |
10.0 ms |
32 ms |
Quantised WakeNet9 @ 2 channel |
16 KB |
324 KB |
3.0 ms |
32 ms |
Quantised WakeNet9 @ 3 channel |
20 KB |
347 KB |
4.3 ms |
32 ms |
Performance Test
Distance |
Quiet |
Stationary Noise (SNR = 4 dB) |
Speech Noise (SNR = 4 dB) |
AEC I nterruption (-10 dB) |
|---|---|---|---|---|
1 m |
98% |
96% |
94% |
96% |
3 m |
98% |
96% |
94% |
94% |
False triggering rate: once in 12 hours
Note
In this test, we used ESP32-S3-Korvo V4.0 development board and WakeNet9(Alexa) model.
MultiNet
Resource Consumption
Model Type |
Internal RAM |
PSRAM |
Average Running Time per Frame |
Frame Length |
|---|---|---|---|---|
MultiNet 4 |
16.8KB |
1866 KB |
18 ms |
32 ms |
MultiNet 4 Q8 |
10.5 KB |
1009 KB |
11 ms |
32 ms |
MultiNet 5 Q8 |
16 KB |
2310 KB |
12 ms |
32 ms |
MultiNet 6 |
32 KB |
4100 KB |
12 ms |
32 ms |
MultiNet 7 |
18 KB |
2920 KB |
11 ms |
32 ms |
Model Type |
Internal RAM |
PSRAM |
Average Running Time per Frame |
Frame Length |
|---|---|---|---|---|
MultiNet 7 |
18 KB |
2920 KB |
8 ms |
32 ms |
Word Error Rate Performance Test
Model Type |
librispeech test-clean |
librispeech test-other |
|---|---|---|
MultiNet5-en |
16.5% |
41.4% |
MultiNet6-en |
9.0% |
21.3% |
MultiNet7-en |
8.5% |
21.3% |
Speech Commands Performance Test
Model Type |
Distance |
Quiet |
Stationary Noise (SNR=5~10dB dB) |
Speech Noise (SNR=5~10dB dB) |
|---|---|---|---|---|
MultiNet 5_en |
3 m |
95.4% |
85.9% |
82.7% |
MultiNet 6_en |
3 m |
96.8% |
87.9% |
85.5% |
MultiNet 7_en |
3 m |
97.2% |
92.3% |
90.6% |
TTS
Resource Consumption
Flash image size: 2.2 MB
RAM runtime: 20 KB
Performance Test
CPU loading test (ESP32 @240 MHz):
Speech Rate |
0 |
1 |
2 |
3 |
4 |
5 |
|---|---|---|---|---|---|---|
Times faster than real time |
4.5 |
3.2 |
2.9 |
2.5 |
2.2 |
1.8 |