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Difference Between Lite and Full models? And do you have a Windows SDK?

We would like to know what is the difference between FR lite model and full model.

 

And also do you have the free test/evaluation SDK based on Windows PC?


Best Answer

The two models have different architectures. The lite model is optimized for running on resource constrained devices such as embedded systems. It has a lower memory footprint and also has faster inference time. The full model has better accuracy, but also requires greater memory and has a larger inference time. It is ideal for x86 systems with more computing power or systems with GPUs.

You can view the difference in accuracy here: http://performance.trueface.ai/
The full model is the "Model-TFV4", while the lite model is the "Model-lite".

The difference in inference speed and memory usage is summarized in the table on this page: https://www.trueface.ai/our-technology/sdk



We have several different developer solutions which can run on different systems. 

For Windows, I would suggest either the Visionbox, which is a dockerized application exposing REST API endpoints, or the python SDK (which is now deprecated). 

You can learn more about the solutions at the following links.
Visionbox: https://docs.trueface.ai/visionbox
Python SDK: https://docs.trueface.ai/python-sdk


We are also currently in the process of adding Windows support for out main C++ SDK.

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Answer

The two models have different architectures. The lite model is optimized for running on resource constrained devices such as embedded systems. It has a lower memory footprint and also has faster inference time. The full model has better accuracy, but also requires greater memory and has a larger inference time. It is ideal for x86 systems with more computing power or systems with GPUs.

You can view the difference in accuracy here: http://performance.trueface.ai/
The full model is the "Model-TFV4", while the lite model is the "Model-lite".

The difference in inference speed and memory usage is summarized in the table on this page: https://www.trueface.ai/our-technology/sdk



We have several different developer solutions which can run on different systems. 

For Windows, I would suggest either the Visionbox, which is a dockerized application exposing REST API endpoints, or the python SDK (which is now deprecated). 

You can learn more about the solutions at the following links.
Visionbox: https://docs.trueface.ai/visionbox
Python SDK: https://docs.trueface.ai/python-sdk


We are also currently in the process of adding Windows support for out main C++ SDK.

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