Neural Network Models
Here you can see a summary for neural network models created by our Lab and used in FindFace:
Important
The default face biometrics model upon a clean install is jackfruit_480
.
Model |
Type |
---|---|
face/jackfruit_160 |
Face biometrics |
face/jackfruit_320 |
|
face/jackfruit_480 |
|
face/ifruit_320 |
|
faceattr/age.v1 |
Age recognition |
faceattr/beard.v0 |
Beard recognition |
faceattr/emotions.v1 |
Emotions recognition |
faceattr/gender.v2 |
Gender recognition |
faceattr/glasses3.v0 |
Glasses recognition |
faceattr/medmask3.v2 |
Face mask detection |
faceattr/liveness.alleyn.v2 |
Liveness standalone service |
faceattr/quality.v1 |
Face quality estimation |
Note
The CPU and GPU benchmark setup is the following:
CPU - Intel® Core™ i7-6700 CPU @ 3.4GHz 4 cores
GPU - GeForce GTX 1080 Ti
Benchmark results for CPU-accelerated models:
Note
Features in the benchmark result below: faceattr/age.v1.cpu, faceattr/beard.v0.cpu, faceattr/emotions.v1.cpu, faceattr/gender.v2.cpu, faceattr/glasses3.v0.cpu.
Number of instances |
1 |
2 |
3 |
4 |
5 |
---|---|---|---|---|---|
Model |
RAM, Mb |
RAM, Mb |
RAM, Mb |
RAM, Mb |
RAM, Mb |
face/ifruit_320.cpu |
4300 |
5020 |
5698 |
7606 |
8279 |
face/ifruit_320.cpu + features |
6254 |
7019 |
7725 |
8597 |
9220 |
face/ifruit_320.cpu + features + edie_rc2.cpu.fnk |
6513 |
7454 |
9165 |
9685 |
10777 |
features |
3034 |
3799 |
4460 |
5091 |
5774 |
features + medmask3.v2.cpu |
3191 |
3942 |
4699 |
5313 |
6003 |
face/ifruit_320.cpu + medmask3.v2.cpu |
4447 |
5108 |
5809 |
7642 |
8262 |
face/ifruit_320.cpu + edie_rc2.cpu.fnk |
4583 |
5557 |
7746 |
8721 |
9592 |
Benchmark results for GPU-accelerated models:
Note
Features in the benchmark result below: faceattr/age.v1.gpu.fnk, faceattr/beard.v0.gpu.fnk, faceattr/emotions.v1.gpu.fnk, faceattr/gender.v2.gpu.fnk, faceattr/glasses3.v0.gpu.fnk.
Model |
GPU RAM, Mb |
---|---|
face/ifruit_320.gpu.fnk |
3169 |
face/ifruit_320.gpu.fnk + edie_rc2.gpu.fnk |
4243 |
face/ifruit_320.gpu.fnk + features |
3901 |
face/ifruit_320.gpu.fnk + features + edie_rc2.gpu.fnk |
5102 |
face/ifruit_320.gpu.fnk + faceattr/medmask3.v2.gpu.fnk |
3313 |
features |
2345 |
features + faceattr/medmask3.v2.gpu.fnk |
2617 |