Self Learning

What is Hikvision’s Self-Learning Analytics technology?
There is no one-size-fits-all solution for video analytics in perimeter protection. Every deployment environment is unique, and there may be objects that are not covered in the training samples. Hikvision has developed a technology that enables an algorithm to learn and improve in the actual deployed environment.

What is Hikvision’s Self-Learning Analytics technology?
There is no one-size-fits-all solution for video analytics in perimeter protection. Every deployment environment is unique, and there may be objects that are not covered in the training samples. Hikvision has developed a technology that enables an algorithm to learn and improve in the actual deployed environment.

The technology, Self-Learning Analytics, features the self-supervised learning (SSL) paradigm in machine learning. It doesn't rely on manual labeling, enabling video analytics appliances to adapt to the dynamics within the scene autonomously.

Self-Learning Analytics incorporates an inference engine in an NVR to automatically identify and annotate false alarms generated in the initial round of analysis. It periodically takes that information to train and deploy a new algorithm in the NVR.

Over time, the algorithm becomes better at distinguishing between people, vehicles, and other objects, especially those distinct objects in the deployment environment.

The technology, Self-Learning Analytics, features the self-supervised learning (SSL) paradigm in machine learning. It doesn't rely on manual labeling, enabling video analytics appliances to adapt to the dynamics within the scene autonomously.

Self-Learning Analytics incorporates an inference engine in an NVR to automatically identify and annotate false alarms generated in the initial round of analysis. It periodically takes that information to train and deploy a new algorithm in the NVR.

Over time, the algorithm becomes better at distinguishing between people, vehicles, and other objects, especially those distinct objects in the deployment environment.

The power of Self-Learning Analytics
Deploy, learn, and evolve
The algorithm iterates automatically after the deployment, with no effort needed from the user.
Applicable to all scenarios
The algorithm adapts to the particular conditions of a scenario with growing detection accuracy.
Usable in all video channels
Running in the NVR, the feature supports application across all connected video channels and is compatible with conventional non-AI cameras.

Deploy, learn, and evolve
The algorithm iterates automatically after the deployment, with no effort needed from the user.
Applicable to all scenarios
The algorithm adapts to the particular conditions of a scenario with growing detection accuracy.
Usable in all video channels
Running in the NVR, the feature supports application across all connected video channels and is compatible with conventional non-AI cameras.

Where to use Self-Learning Analytics?

Residences

Warehouses

Parking Lots

Business Parks

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DS-7600NXI-M2(/XP)/VPro

DS-7700NXI-M4(/XP)/VPro

DS-9600NXI-M8(R)/VPro

DS-9600NXI-M16(R)/VPro

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