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Running Leeds pose estimation code

I am trying to find a reliable pose estimation sample out there and have run across several codebases on github. wg-perception being one of them. I ended up running a codebase that I found and while it compiles and runs, the joints that are detected using the model are far from great.

I found this online:

And while I see the annotations on the images, I was hoping the resulting detections would look like that ;-)

My goal is to detect the joints of the human body from still images. I know this is a big issue, but it would really be fantastic.

Thanks, John