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Look into alternate ML models #24

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SophieMBerger opened this issue Jan 25, 2020 · 3 comments
Open

Look into alternate ML models #24

SophieMBerger opened this issue Jan 25, 2020 · 3 comments
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@SophieMBerger
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@jackyzha0
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Ok after doing a bit more research, there's two main parts we need to implement
1: Stacked Hourglass Network for 2D Pose Prediction (arxiv.org/abs/1603.06937)
Key takeaways can be found here: https://github.com/aleju/papers/blob/master/neural-nets/Stacked_Hourglass_Networks_for_Human_Pose_Estimation.md

Train on MPII: http://human-pose.mpi-inf.mpg.de/
Batch norm, single hourglass, RMSProp

2: Simple Linear NN with Batch Norm and Dropout following the work here (https://github.com/una-dinosauria/3d-pose-baseline)

@SophieMBerger
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@jackyzha0 Thanks so much for digging into this! It sounds pretty doable to me, what do you think?

@jackyzha0
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@SophieMBerger definitely doable :)) I've started implementing the stacked hourglass model in Keras and I'll put up a PR once ive made some progress

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