Liveness Detection as Standalone Service
See also
Besides the integrated anti-spoofing system that distinguishes a live face from a face image, FindFace provides an API-based face liveness detection service findface-liveness-api
.
The findface-liveness-api
service takes a specific number of frames from a video fragment and returns the best quality face, and decimal liveness result averaged across the taken frames. If configured, the service can also return full-frame and normalized face images and save the detection result in the findface-sf-api
cache, returning detection_id
.
FindFace uses findface-liveness-api
for face-based authentication. If needed, you can install and use this service standalone.
In this section:
Install and Configure findface-liveness-api
The findface-liveness-api
service is automatically installed with FindFace.
To install the service standalone, install the FindFace APT repository and execute the following commands:
sudo apt update
sudo apt install findface-liveness-api
You can configure the findface-liveness-api
parameters in the /etc/findface-liveness-api.ini
configuration file:
sudo vi /etc/findface-liveness-api.ini
listen: :18301
liveness-threshold: 0.95
fullframe-jpeg-quality: 75
max-decoded-frames: 30
min-selected-frames: 10
mf-selector: reject
extraction-api:
request-batch-size: 16
timeouts:
connect: 5s
response_header: 30s
overall: 35s
idle_connection: 10s
extraction-api: http://127.0.0.1:18666
sf-api:
timeouts:
connect: 5s
response_header: 30s
overall: 35s
idle_connection: 10s
sf-api: http://127.0.0.1:18411
limits:
video-size: 10485760
video-length-sec: 60
video-fps: 30
video-width-px: 1920
video-height-px: 1080
Parameter |
Description |
---|---|
|
JPEG quality of full frames in the |
|
Finish decoding after reaching the specified number of frames. |
|
The minimum number of final frames successfully passed
through decoding and liveness extraction. Must be equal or less than |
|
Service behavior upon having multiple faces in the video frame: |
|
Batch size for liveness extraction. |
|
Maximum video size, bytes. |
|
Maximum video length, seconds. |
|
Maximum video FPS. |
|
Maximum video width, pixels. |
|
Maximum video height, pixels. |
To start the findface-liveness-api
service and enable its autostart, execute:
sudo systemctl enable findface-liveness-api.service && sudo systemctl start findface-liveness-api.service
Liveness API Usage
To interact with the findface-liveness-api
service, use HTTP API requests. In the example below, the POST request is sent with the following optional parameters:
return_detection
(default=False
): save the best face in thefindface-sf-api
cache and return itsdetection_id
.return_normalized
(default=False
): return the face normalized image in thenormalized
field.return_photo
(default=False
): return the full frame in thephoto
field.
Example
Request
curl -i -X POST \
'http://127.0.0.1:18301/v1/video-liveness?return_detection=true&return_normalized=true&return_photo=true' \
-H 'Content-Type: video/mp4' \
--data-binary '@/home/my_video.mp4'
Response
HTTP/1.1 100 Continue
HTTP/1.1 200 OK
Content-Type: application/json
X-Request-Id: LA:WSP2NcHc
Date: Mon, 07 Sep 2020 15:30:05 GMT
Transfer-Encoding: chunked
{
"alive": true,
"average_liveness": 0.9706386,
"best_face": {
"liveness": 0.97768883,
"quality": 0.89638597,
"bbox": {
"left": 0,
"top": 578,
"right": 307,
"bottom": 1154
},
"detection_id": "btb53vbp688s1njt3bv0",
"photo": "/9j/2wCEAAgGBgcGBQgHBwcJ...",
"normalized": "iVBORw0KGgoAAAANSUhEU...",
"frame_no": 1,
"frame_ts": 0.033275817
}
}