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mitchellspryn avatar mitchellspryn commented on May 18, 2024

Have you tried multiple times? Because we only have a relatively small dataset, the model occasionally converges to a bad local minimum.

from autonomousdrivingcookbook.

andrewazmy avatar andrewazmy commented on May 18, 2024

I have tried retraining 4 times with almost the same behaviour.

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mitchellspryn avatar mitchellspryn commented on May 18, 2024

That's a bit odd. I re-ran everything this evening, and I was able to get reasonable results. There are a few ways to try to debug:

  1. Try to find test images for which the car picks an angle that is really far from the correct answer. See if there are any patterns
  2. Try driving the car slower, and see if that has any effect.

Is the car just driving straight? If so, there might be too many 0 labels in the dataset.

from autonomousdrivingcookbook.

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