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authorMichael Welter <michael@welter-4d.de>2022-09-11 20:55:26 +0200
committerStanislaw Halik <sthalik@misaki.pl>2022-11-01 13:51:35 +0100
commit08f1fcad1c74e25f97641a0ccbd229b267ec528c (patch)
tree000b1b276bc7df4a74fd493dab05bcce68801de8 /tracker-neuralnet/images
parent77d6abaf53dbe2ee6334bd59b112e25d694a2f65 (diff)
tracker/nn: Tweaks, refactoring, a deadzone filtering and support for uncertainty estimation
* Add rudimentary test for two functions .. maybe more in future * Fix the rotation correction from vertical translation * Move preview class to new files * Move neural network model adapters to new files * Add utility functions for opencv * Query the model inputs/outputs by name to see what is available * Supports outputs for standard deviation of the data distribution - What you get if you let your model output the full parameters of a gaussian distribution (depending on the inputs) and fit it with negative log likelihood loss. * Disabled support for sequence models * Add support for detection of eye open/close classification. Scale uncertainty estimate up if eyes closed * Add a deadzone filter which activates if the model supports uncertainty quantification. The deadzone scales becomes larger the more uncertain the model/data are. This is mostly supposed to be useful to suppress large estimate errors when the user blinks with the eyes * Fix distance being twice of what it should have been
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