I need do real time object detection with a Jetson TX2 that has the last released jetpack version (4.3) and tensorflow 1.15 in a virtualenv following the step of this site:
I dowloaded the tensorflow api object detection (branch r1.13) and It’s working perfectly
The problem is that the models take too long for the inference. I am testing the ssd mobilenet and takes like 8s with the default images that this repository provide.
I think that the model is using GPU because I just used tensorflow-gpu==1.15 in the instalation and can see my GPU with
It’s known that TensorFlow may not have optimal performance on the Jetson environment.
If your model is listsed in this tutorial, you can try to convert the model into our TensorRT engine for better performance: https://github.com/AastaNV/TRT_object_detection