Pose estimation in lower body

TensorFlow
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1

Hi Everyone,

I am new to Tensorflow (absolut beginner). I am researching solutions for a project i’m working on and was wondering if someone could point me in the right direction.
I used the model movenet/singlepose/thunder for pose estimation in images where only the lower body is seen (from hip downwards). The images are rather dark and the results are not really good yet.
So my question is basically: Is it possible (even easy maybe) to improve existing models for this specific situation? Would it be better/necessary to train an new model? I would really appreciate any tips where I can find the best information about how time consuming it is to train or modify a model and where to start.

Kind regards,
Eve

3

Hi Eve,

I think you can start with mediapipe, tensorflow lite and TesnorflowJS models for pose estimation. For the pose estimations, i think you can start mediapipe there are some dedicated models over there which you can use and get good accuracies from their. The documentation is given below:

https://google.github.io/mediapipe/solutions/pose.html
I think this will hep you to get your desired results and accuracy.

Thanks