Lighting
Changes in light can affect how a face appears.
Facial Detection & Recognition: Biometric Recognition with Liveness Detection
Biometric Recognition with Liveness Detection
We developed a face-recognition and liveness-detection pipeline with real-time video processing for cloud and edge scenarios, for security, identity and attendance use.
The Challenge
What stood in the way.
Identity systems need reliable recognition across different lighting, different angles and spoofing attempts.
Angles
Faces are not always seen straight on.
Spoofing
Photos or videos may be used to try to fool the system.
Our Solution
How we answered it.
We developed a face-recognition pipeline with liveness detection and real-time video processing, designed for cloud and edge scenarios. It uses RetinaFace for detection and FaceNet and ArcFace for recognition.
- ProblemRecognition had to work across lighting and angles.Our answerWe built the pipeline on FaceNet, ArcFace and RetinaFace.
- ProblemSpoofing attempts had to be caught.Our answerWe added liveness detection.
- ProblemDeployments vary between cloud and edge.Our answerWe designed real-time video processing for both cloud and edge scenarios.
How It Works
The parts that made the difference.
Face detection
RetinaFace and Dlib locate faces in video frames.
Face recognition
FaceNet and ArcFace recognise faces.
Liveness detection
The system checks that a real, live person is in front of the camera.
Real-time video processing
Video is processed in real-time, in the cloud or at the edge.
Results
What changed for the client.
The pipeline supports reliable, real-time biometric recognition.
- Reliable real-time biometric recognition
- Liveness detection to counter spoofing
- Pipeline suitable for cloud and edge scenarios
Technology
What it was built with.
Part of our AI and machine learning work.
- FaceNet
- ArcFace
- RetinaFace
- OpenCV
- Dlib
Let’s Talk
The next big thing starts with a conversation.
An idea, a challenge, a “what if”. Tell us what you have in mind, and we’ll figure out the next step together.
What happens next
- Share your ideaSend the form or book a call, whichever suits you.
- Discovery callWe talk through your goals, timeline and scope.
- A clear proposalA fixed price or monthly rate before any work begins.
- info@technomous.com
- Phone
- +92 333 0440459
- Chat on WhatsApp