Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287726413> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W4287726413 abstract "Dynamic skeletal data, represented as the 2D/3D coordinates of human joints, has been widely studied for human action recognition due to its high-level semantic information and environmental robustness. However, previous methods heavily rely on designing hand-crafted traversal rules or graph topologies to draw dependencies between the joints, which are limited in performance and generalizability. In this work, we present a novel decoupled spatial-temporal attention network(DSTA-Net) for skeleton-based action recognition. It involves solely the attention blocks, allowing for modeling spatial-temporal dependencies between joints without the requirement of knowing their positions or mutual connections. Specifically, to meet the specific requirements of the skeletal data, three techniques are proposed for building attention blocks, namely, spatial-temporal attention decoupling, decoupled position encoding and spatial global regularization. Besides, from the data aspect, we introduce a skeletal data decoupling technique to emphasize the specific characteristics of space/time and different motion scales, resulting in a more comprehensive understanding of the human actions.To test the effectiveness of the proposed method, extensive experiments are conducted on four challenging datasets for skeleton-based gesture and action recognition, namely, SHREC, DHG, NTU-60 and NTU-120, where DSTA-Net achieves state-of-the-art performance on all of them." @default.
- W4287726413 created "2022-07-26" @default.
- W4287726413 creator A5009348332 @default.
- W4287726413 creator A5013260601 @default.
- W4287726413 creator A5036658104 @default.
- W4287726413 creator A5067520942 @default.
- W4287726413 date "2020-07-07" @default.
- W4287726413 modified "2023-09-24" @default.
- W4287726413 title "Decoupled Spatial-Temporal Attention Network for Skeleton-Based Action Recognition" @default.
- W4287726413 hasPublicationYear "2020" @default.
- W4287726413 type Work @default.
- W4287726413 citedByCount "0" @default.
- W4287726413 crossrefType "posted-content" @default.
- W4287726413 hasAuthorship W4287726413A5009348332 @default.
- W4287726413 hasAuthorship W4287726413A5013260601 @default.
- W4287726413 hasAuthorship W4287726413A5036658104 @default.
- W4287726413 hasAuthorship W4287726413A5067520942 @default.
- W4287726413 hasBestOaLocation W42877264131 @default.
- W4287726413 hasConcept C104317684 @default.
- W4287726413 hasConcept C105795698 @default.
- W4287726413 hasConcept C111919701 @default.
- W4287726413 hasConcept C119857082 @default.
- W4287726413 hasConcept C124101348 @default.
- W4287726413 hasConcept C153180895 @default.
- W4287726413 hasConcept C154945302 @default.
- W4287726413 hasConcept C159620131 @default.
- W4287726413 hasConcept C185592680 @default.
- W4287726413 hasConcept C199845137 @default.
- W4287726413 hasConcept C27158222 @default.
- W4287726413 hasConcept C2777212361 @default.
- W4287726413 hasConcept C2987834672 @default.
- W4287726413 hasConcept C2993807640 @default.
- W4287726413 hasConcept C31972630 @default.
- W4287726413 hasConcept C33923547 @default.
- W4287726413 hasConcept C41008148 @default.
- W4287726413 hasConcept C55493867 @default.
- W4287726413 hasConcept C63479239 @default.
- W4287726413 hasConceptScore W4287726413C104317684 @default.
- W4287726413 hasConceptScore W4287726413C105795698 @default.
- W4287726413 hasConceptScore W4287726413C111919701 @default.
- W4287726413 hasConceptScore W4287726413C119857082 @default.
- W4287726413 hasConceptScore W4287726413C124101348 @default.
- W4287726413 hasConceptScore W4287726413C153180895 @default.
- W4287726413 hasConceptScore W4287726413C154945302 @default.
- W4287726413 hasConceptScore W4287726413C159620131 @default.
- W4287726413 hasConceptScore W4287726413C185592680 @default.
- W4287726413 hasConceptScore W4287726413C199845137 @default.
- W4287726413 hasConceptScore W4287726413C27158222 @default.
- W4287726413 hasConceptScore W4287726413C2777212361 @default.
- W4287726413 hasConceptScore W4287726413C2987834672 @default.
- W4287726413 hasConceptScore W4287726413C2993807640 @default.
- W4287726413 hasConceptScore W4287726413C31972630 @default.
- W4287726413 hasConceptScore W4287726413C33923547 @default.
- W4287726413 hasConceptScore W4287726413C41008148 @default.
- W4287726413 hasConceptScore W4287726413C55493867 @default.
- W4287726413 hasConceptScore W4287726413C63479239 @default.
- W4287726413 hasLocation W42877264131 @default.
- W4287726413 hasOpenAccess W4287726413 @default.
- W4287726413 hasPrimaryLocation W42877264131 @default.
- W4287726413 hasRelatedWork W10096406 @default.
- W4287726413 hasRelatedWork W10124904 @default.
- W4287726413 hasRelatedWork W11738893 @default.
- W4287726413 hasRelatedWork W14070459 @default.
- W4287726413 hasRelatedWork W3865299 @default.
- W4287726413 hasRelatedWork W4320778 @default.
- W4287726413 hasRelatedWork W4972971 @default.
- W4287726413 hasRelatedWork W5006466 @default.
- W4287726413 hasRelatedWork W5930527 @default.
- W4287726413 hasRelatedWork W700355 @default.
- W4287726413 isParatext "false" @default.
- W4287726413 isRetracted "false" @default.
- W4287726413 workType "article" @default.