Matches in SemOpenAlex for { <https://semopenalex.org/work/W4285429062> ?p ?o ?g. }
Showing items 1 to 85 of
85
with 100 items per page.
- W4285429062 abstract "Although significant progress has been achieved on monocular maker-less human motion capture in recent years, it is still hard for state-of-the-art methods to obtain satisfactory results in occlusion scenarios. There are two main reasons: the one is that the occluded motion capture is inherently ambiguous as various 3D poses can map to the same 2D observations, which always results in an unreliable estimation. The other is that no sufficient occluded human data can be used for training a robust model. To address the obstacles, our key-idea is to employ non-occluded human data to learn a joint-level spatial-temporal motion prior for occluded human with a self-supervised strategy. To further reduce the gap between synthetic and real occlusion data, we build the first 3D occluded motion dataset~(OcMotion), which can be used for both training and testing. We encode the motions in 2D maps and synthesize occlusions on non-occluded data for the self-supervised training. A spatial-temporal layer is then designed to learn joint-level correlations. The learned prior reduces the ambiguities of occlusions and is robust to diverse occlusion types, which is then adopted to assist the occluded human motion capture. Experimental results show that our method can generate accurate and coherent human motions from occluded videos with good generalization ability and runtime efficiency. The dataset and code are publicly available at url{https://github.com/boycehbz/CHOMP}." @default.
- W4285429062 created "2022-07-15" @default.
- W4285429062 creator A5014074712 @default.
- W4285429062 creator A5044869339 @default.
- W4285429062 creator A5081101216 @default.
- W4285429062 creator A5088697406 @default.
- W4285429062 date "2022-07-12" @default.
- W4285429062 modified "2023-09-26" @default.
- W4285429062 title "Occluded Human Body Capture with Self-Supervised Spatial-Temporal Motion Prior" @default.
- W4285429062 doi "https://doi.org/10.48550/arxiv.2207.05375" @default.
- W4285429062 hasPublicationYear "2022" @default.
- W4285429062 type Work @default.
- W4285429062 citedByCount "0" @default.
- W4285429062 crossrefType "posted-content" @default.
- W4285429062 hasAuthorship W4285429062A5014074712 @default.
- W4285429062 hasAuthorship W4285429062A5044869339 @default.
- W4285429062 hasAuthorship W4285429062A5081101216 @default.
- W4285429062 hasAuthorship W4285429062A5088697406 @default.
- W4285429062 hasBestOaLocation W42854290621 @default.
- W4285429062 hasConcept C10161872 @default.
- W4285429062 hasConcept C104114177 @default.
- W4285429062 hasConcept C104317684 @default.
- W4285429062 hasConcept C127413603 @default.
- W4285429062 hasConcept C134306372 @default.
- W4285429062 hasConcept C146159030 @default.
- W4285429062 hasConcept C153180895 @default.
- W4285429062 hasConcept C154945302 @default.
- W4285429062 hasConcept C164705383 @default.
- W4285429062 hasConcept C170154142 @default.
- W4285429062 hasConcept C177148314 @default.
- W4285429062 hasConcept C177264268 @default.
- W4285429062 hasConcept C18555067 @default.
- W4285429062 hasConcept C185592680 @default.
- W4285429062 hasConcept C199360897 @default.
- W4285429062 hasConcept C2776268601 @default.
- W4285429062 hasConcept C2776760102 @default.
- W4285429062 hasConcept C31972630 @default.
- W4285429062 hasConcept C33923547 @default.
- W4285429062 hasConcept C41008148 @default.
- W4285429062 hasConcept C48007421 @default.
- W4285429062 hasConcept C55493867 @default.
- W4285429062 hasConcept C65909025 @default.
- W4285429062 hasConcept C66746571 @default.
- W4285429062 hasConcept C71924100 @default.
- W4285429062 hasConceptScore W4285429062C10161872 @default.
- W4285429062 hasConceptScore W4285429062C104114177 @default.
- W4285429062 hasConceptScore W4285429062C104317684 @default.
- W4285429062 hasConceptScore W4285429062C127413603 @default.
- W4285429062 hasConceptScore W4285429062C134306372 @default.
- W4285429062 hasConceptScore W4285429062C146159030 @default.
- W4285429062 hasConceptScore W4285429062C153180895 @default.
- W4285429062 hasConceptScore W4285429062C154945302 @default.
- W4285429062 hasConceptScore W4285429062C164705383 @default.
- W4285429062 hasConceptScore W4285429062C170154142 @default.
- W4285429062 hasConceptScore W4285429062C177148314 @default.
- W4285429062 hasConceptScore W4285429062C177264268 @default.
- W4285429062 hasConceptScore W4285429062C18555067 @default.
- W4285429062 hasConceptScore W4285429062C185592680 @default.
- W4285429062 hasConceptScore W4285429062C199360897 @default.
- W4285429062 hasConceptScore W4285429062C2776268601 @default.
- W4285429062 hasConceptScore W4285429062C2776760102 @default.
- W4285429062 hasConceptScore W4285429062C31972630 @default.
- W4285429062 hasConceptScore W4285429062C33923547 @default.
- W4285429062 hasConceptScore W4285429062C41008148 @default.
- W4285429062 hasConceptScore W4285429062C48007421 @default.
- W4285429062 hasConceptScore W4285429062C55493867 @default.
- W4285429062 hasConceptScore W4285429062C65909025 @default.
- W4285429062 hasConceptScore W4285429062C66746571 @default.
- W4285429062 hasConceptScore W4285429062C71924100 @default.
- W4285429062 hasLocation W42854290621 @default.
- W4285429062 hasOpenAccess W4285429062 @default.
- W4285429062 hasPrimaryLocation W42854290621 @default.
- W4285429062 hasRelatedWork W1585862331 @default.
- W4285429062 hasRelatedWork W1926323357 @default.
- W4285429062 hasRelatedWork W1998758354 @default.
- W4285429062 hasRelatedWork W2096175171 @default.
- W4285429062 hasRelatedWork W2139667380 @default.
- W4285429062 hasRelatedWork W2144043954 @default.
- W4285429062 hasRelatedWork W3110496917 @default.
- W4285429062 hasRelatedWork W3127126852 @default.
- W4285429062 hasRelatedWork W4220997611 @default.
- W4285429062 hasRelatedWork W8865236 @default.
- W4285429062 isParatext "false" @default.
- W4285429062 isRetracted "false" @default.
- W4285429062 workType "article" @default.