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