BlanketGen – A synthetic blanket occlusion augmentation pipeline for MoCap datasets

10/21/2022

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by   João Carmona, et al.

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Human motion analysis has seen drastic improvements recently, however, due to the lack of representative datasets, in clinical in-bed scenarios, it is still lagging behind for clinical applications. To address this issue, we implemented BlanketGen, a pipeline that augments videos with synthetic blanket occlusions. With this pipeline, we generated an augmented version of 3DPW called BlanketGen-3DPW (code and further information available at https://gitlab.inesctec.pt/brain-lab/brain-lab-public/blanket-gen-releases ). We then used this new dataset to fine-tune HybrIK model to improve its performance in these scenarios with promising results.