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YuliangXiu / MobilePose

Light-weight Single Person Pose Estimator
http://xiuyuliang.cn
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Combine LSP and MPII #18

Closed MetaDev closed 5 years ago

MetaDev commented 5 years ago

Have you tried combining both dataset LSP and MPII? LSP has the joint "neck" and MSPII "upper_neck" and "thorax". from the images it seems neck and upper_neck are semantically the same but I'm not sure. Do you have any insight in this?

YuliangXiu commented 5 years ago

I did not combine these two datasets, but it is a valuable attempt to boost estimation accuracy further. I think you can firstly train the network only with the common joints and then finetune the final FC layer to any joint format you want.

MetaDev commented 5 years ago

Thanks for the advice! When you talk about the final FC layer you're suggesting when a model is trained to do regression directly on the joint positions not heatmaps? For heatmaps it would mean finetuning the last conv layer, correct?

YuliangXiu commented 5 years ago

Yes, I use regression in this project.