Deepstream sample to usefor our solution

Robotics & Edge Computing Jetson Systems Jetson Nano
1

Hi,

We currently have lags when using opencv dlib on jetson nano, hence we are making a switch to deepstream.

We need suggestions on an appropriate deepstream sample app working with taking a video stream from a remote camera to jetson nano process face recognition and people detection while taking picture images and short video recordings to the cloud for mobile notifications.

A python pipeline would be a huge advantage for us.

Thanks

2

only face detection or recognition as well?

3

Recognition to be precise such as recognizing visitors and so on.

5

Hi,

Here is our sample for python:

You can check deepstream-test2 for a detection+classification(recognition) pipeline.
Thanks.

6

How can I focus on just people detection without including the vehicle classification and so on? I understand I will need to edit the config file but don’t want to break anything so I ask this.

Thanks

7

Hi,

You will need to replace the primary GIE with a face detection model.
And the secondary GIE with a face recognition(classification) model.

Do you already have a detection and classification model for your use case?
If not, you can train one with our toolkit below:

Thanks.