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WalkTheDog: Cross-morphology Motion Alignment via Phase Manifolds

DescriptionWe present a morphology and skeletal structure-independent approach for understanding the periodicity structure and semantics of motion datasets. Driven by the common phase manifold with multiple closed curves learned with vector-quantized periodic autoencoders, a precise semantic and timing alignment can be used in applications including motion retrieval, transfer, and stylization.

Authors

Peizhuo Li

ETH Zürich

Sebastian Starke

Meta Reality Labs