Computer vision infrastructure.
Core recognition and analysis capabilities designed for integration into larger systems.
Locate faces in images and video.
Viante returns structured detection information for further processing by recognition, analytics or downstream systems.
- Bounding boxFace position within the frame
- Detection confidenceModel certainty for the detection
- Face qualitySuitability of the face for biometric use
Exact output fields depend on deployment configuration and technical documentation.

Detection finds a face. Recognition identifies it.
Recognition converts facial characteristics into a biometric representation that can be compared against known identities.
"Where is the face?"
Returns position and quality information for each detected face.
"Whose face is it?"
Compares biometric characteristics against enrolled identities.
Are these the same person?
A single comparison between a reference image and a probe image, returning a similarity score and a decision.
- Identity verification
- Authentication
- Access workflows


Illustrative interface · demo value
Find one identity among many.
A face is compared against an identity database and ranked candidate matches are returned.
Database capacity figures are published once confirmed.
- Uploaded Face
- Viante Search
- Identity Database
- Top Matches
Image quality influences biometric recognition.
Quality assessment indicates whether a face is suitable for enrolment, verification or search.
Facial attributes are a separate function.
Face quality assesses biometric suitability. Face attributes describe appearance characteristics and can be enabled depending on deployment configuration.
Face and image quality assessment remains part of biometric quality, not attribute analysis.
Recognition applied to moving footage.
Detection, tracking and recognition run across live streams or recorded video, producing events for connected systems.
- Camera Stream
- Face Detection
- Tracking / Recognition
- Event

Evaluate the technology.
Evaluate the technology, request SDK access or discuss an integration.