jgraving / DeepPoseKit

a toolkit for pose estimation using deep learning

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Strange behavior from draw_graph function in keypoints.py

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Hi!
I've been trying to train a model on a human foot keypoint dataset using deepposekit. I was visualizing the skeleton and keypoint confidence graphs produced by the TrainingGenerator and noticed that certain parts of the skeleton aren't visible - in particular, the part from the big toe to the heel. The keypoints are in the order [left big toe, left little toe, left heel, right big toe, right little toe, right heel] so I've defined my graph to be [2, 2, -1, 5, 5, -1]. The result of this is that line 89 in utils/keypoints.py:

edge_confidence = edge_confidence[..., 1:]

cuts off the edge confidence from the big toe to the heel that was just computed. In my particular case I was able to fix the issue by replacing the line with edge_confidence = edge_confidence[..., :-1] but this obviously won't work for every graph. I'm wondering if this is a bug or if perhaps I've defined my graph in some unexpected way.

I also noticed that draw_graph doesn't deal with unlabelled keypoints and will draw lines from labelled to unlabelled keypoints (which are located at [-99999, -99999]). Is this correct?

Thanks!

commented

This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs.

Yes there may be a bug with the graph drawing functionality. Will have to look into it further