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author | Michael Welter <michael@welter-4d.de> | 2022-09-11 20:55:26 +0200 |
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committer | Stanislaw Halik <sthalik@misaki.pl> | 2022-11-01 13:51:35 +0100 |
commit | 08f1fcad1c74e25f97641a0ccbd229b267ec528c (patch) | |
tree | 000b1b276bc7df4a74fd493dab05bcce68801de8 /tracker-neuralnet/images | |
parent | 77d6abaf53dbe2ee6334bd59b112e25d694a2f65 (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
Diffstat (limited to 'tracker-neuralnet/images')
0 files changed, 0 insertions, 0 deletions