Classifiers

Classifiers, short for Few-Shot Learning (FSL) classifiers, can be utilized in queries to filter detections. They are lightweight, requiring only a few dozen examples for training.

Custom Classifiers

If your needs aren't met by the existing classifiers, feel free to contact Ultinous at support@ultinous.com; Custom classifiers can be developed, in binary format, that can integrate seamlessly with other systems, eliminating the need for a new software release.

List of Classifiers

Classifier	Applicable Object Type	Classes
Gender	Person	Male Female
Age	Person	10-year age bands (0-80)
Person on the phone	Person	Talking on the phone Looking at phone None of the above
Emergency vehicle	Car, Truck	Emergency vehicle Non-emergency vehicle
PPE helmet	Person	Wearing Not wearing
PPE vest	Person	Wearing Not wearing
Person with a gun	Person	With a gun Without a gun
Person is smoking	Person	Smoking Not smoking
Face of person is hidden	Person	Visible face Hidden face
Gate/door open/close	Background	Open Closed
Simple pose	Person	Standing Sitting Lying down
Fire and smoke	Background	Fire/smoke visible Normal
Construction vehicles	Car, Truck	12 construction vehicle classes