Matches in SemOpenAlex for { <https://semopenalex.org/work/W4283816221> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W4283816221 abstract "In this work, we present MotionMixer, an efficient 3D human body pose forecasting model based solely on multi-layer perceptrons (MLPs). MotionMixer learns the spatial-temporal 3D body pose dependencies by sequentially mixing both modalities. Given a stacked sequence of 3D body poses, a spatial-MLP extracts fine grained spatial dependencies of the body joints. The interaction of the body joints over time is then modelled by a temporal MLP. The spatial-temporal mixed features are finally aggregated and decoded to obtain the future motion. To calibrate the influence of each time step in the pose sequence, we make use of squeeze-and-excitation (SE) blocks. We evaluate our approach on Human3.6M, AMASS, and 3DPW datasets using the standard evaluation protocols. For all evaluations, we demonstrate state-of-the-art performance, while having a model with a smaller number of parameters. Our code is available at: https://github.com/MotionMLP/MotionMixer" @default.
- W4283816221 created "2022-07-06" @default.
- W4283816221 creator A5027065196 @default.
- W4283816221 creator A5051367231 @default.
- W4283816221 creator A5058965332 @default.
- W4283816221 creator A5071460045 @default.
- W4283816221 creator A5085054529 @default.
- W4283816221 date "2022-07-01" @default.
- W4283816221 modified "2023-09-24" @default.
- W4283816221 title "MotionMixer: MLP-based 3D Human Body Pose Forecasting" @default.
- W4283816221 doi "https://doi.org/10.48550/arxiv.2207.00499" @default.
- W4283816221 hasPublicationYear "2022" @default.
- W4283816221 type Work @default.
- W4283816221 citedByCount "0" @default.
- W4283816221 crossrefType "posted-content" @default.
- W4283816221 hasAuthorship W4283816221A5027065196 @default.
- W4283816221 hasAuthorship W4283816221A5051367231 @default.
- W4283816221 hasAuthorship W4283816221A5058965332 @default.
- W4283816221 hasAuthorship W4283816221A5071460045 @default.
- W4283816221 hasAuthorship W4283816221A5085054529 @default.
- W4283816221 hasBestOaLocation W42838162211 @default.
- W4283816221 hasConcept C104114177 @default.
- W4283816221 hasConcept C153180895 @default.
- W4283816221 hasConcept C154945302 @default.
- W4283816221 hasConcept C177264268 @default.
- W4283816221 hasConcept C199360897 @default.
- W4283816221 hasConcept C2776760102 @default.
- W4283816221 hasConcept C2778112365 @default.
- W4283816221 hasConcept C41008148 @default.
- W4283816221 hasConcept C50644808 @default.
- W4283816221 hasConcept C54355233 @default.
- W4283816221 hasConcept C60908668 @default.
- W4283816221 hasConcept C86803240 @default.
- W4283816221 hasConceptScore W4283816221C104114177 @default.
- W4283816221 hasConceptScore W4283816221C153180895 @default.
- W4283816221 hasConceptScore W4283816221C154945302 @default.
- W4283816221 hasConceptScore W4283816221C177264268 @default.
- W4283816221 hasConceptScore W4283816221C199360897 @default.
- W4283816221 hasConceptScore W4283816221C2776760102 @default.
- W4283816221 hasConceptScore W4283816221C2778112365 @default.
- W4283816221 hasConceptScore W4283816221C41008148 @default.
- W4283816221 hasConceptScore W4283816221C50644808 @default.
- W4283816221 hasConceptScore W4283816221C54355233 @default.
- W4283816221 hasConceptScore W4283816221C60908668 @default.
- W4283816221 hasConceptScore W4283816221C86803240 @default.
- W4283816221 hasLocation W42838162211 @default.
- W4283816221 hasOpenAccess W4283816221 @default.
- W4283816221 hasPrimaryLocation W42838162211 @default.
- W4283816221 hasRelatedWork W1902766772 @default.
- W4283816221 hasRelatedWork W2073219746 @default.
- W4283816221 hasRelatedWork W2078674814 @default.
- W4283816221 hasRelatedWork W2126707865 @default.
- W4283816221 hasRelatedWork W2338394561 @default.
- W4283816221 hasRelatedWork W2405544437 @default.
- W4283816221 hasRelatedWork W3021094884 @default.
- W4283816221 hasRelatedWork W3106494386 @default.
- W4283816221 hasRelatedWork W4220672327 @default.
- W4283816221 hasRelatedWork W4221160179 @default.
- W4283816221 isParatext "false" @default.
- W4283816221 isRetracted "false" @default.
- W4283816221 workType "article" @default.