Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385484631> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W4385484631 abstract "Challenges in gait recognition arise from the difficulty of subject identification through subtle spatial differences. Learning the temporal representation helps, however, straightforward temporal modeling like 3D Convolution not only incurs excessive computational complexity, but may also further interfere with the already limited spatial details. In this paper, we present a Spatial-Temporal Decoupled Network (STDN) to balance the trade-off between the cross-frame interference, computational complexity, and model performance. Specifically, motivated by the concept of spatial-temporal decoupling, we propose a Decoupled Parallel Feature Extractor (DPFE) for noise-suppressed spatial-temporal features extraction. By incorporating DPFE as the basic component, we build a Efficient Spatial-temporal Awareness Block (ESA Block) that accounts for the unique properties of gait data, namely, restricted spatial information and abundant temporal information, to minimize the computational overhead imposed by temporal modeling. Experiments on CASIA-B and OU-MVLP datasets demonstrate the state-of-the-art performance of our proposed method, with an average rank-1 accuracy of 93.7% on the CASIA-B and 90.5% on the OU-MVLP. The source code is available on https://github.com/tk59854/stdn." @default.
- W4385484631 created "2023-08-03" @default.
- W4385484631 creator A5017515915 @default.
- W4385484631 creator A5036072594 @default.
- W4385484631 creator A5046853632 @default.
- W4385484631 creator A5051151162 @default.
- W4385484631 creator A5070012085 @default.
- W4385484631 date "2023-06-18" @default.
- W4385484631 modified "2023-09-26" @default.
- W4385484631 title "Efficient Gait Recognition via Spatial-Temporal Decoupled Network" @default.
- W4385484631 cites W2018331988 @default.
- W4385484631 cites W2120861453 @default.
- W4385484631 cites W2322772590 @default.
- W4385484631 cites W2510190030 @default.
- W4385484631 cites W2559085405 @default.
- W4385484631 cites W2942010964 @default.
- W4385484631 cites W2960957522 @default.
- W4385484631 cites W2962730651 @default.
- W4385484631 cites W2963155035 @default.
- W4385484631 cites W2963820951 @default.
- W4385484631 cites W2969985801 @default.
- W4385484631 cites W2988630963 @default.
- W4385484631 cites W3005477560 @default.
- W4385484631 cites W3011990345 @default.
- W4385484631 cites W3014641072 @default.
- W4385484631 cites W3035303837 @default.
- W4385484631 cites W3035400973 @default.
- W4385484631 cites W3046961188 @default.
- W4385484631 cites W3097009184 @default.
- W4385484631 cites W3107984108 @default.
- W4385484631 cites W3159557112 @default.
- W4385484631 cites W3159719055 @default.
- W4385484631 cites W3159744142 @default.
- W4385484631 cites W3159765692 @default.
- W4385484631 cites W3195852174 @default.
- W4385484631 cites W3203640349 @default.
- W4385484631 cites W3208222036 @default.
- W4385484631 cites W4200455320 @default.
- W4385484631 cites W4312443924 @default.
- W4385484631 doi "https://doi.org/10.1109/ijcnn54540.2023.10191622" @default.
- W4385484631 hasPublicationYear "2023" @default.
- W4385484631 type Work @default.
- W4385484631 citedByCount "0" @default.
- W4385484631 crossrefType "proceedings-article" @default.
- W4385484631 hasAuthorship W4385484631A5017515915 @default.
- W4385484631 hasAuthorship W4385484631A5036072594 @default.
- W4385484631 hasAuthorship W4385484631A5046853632 @default.
- W4385484631 hasAuthorship W4385484631A5051151162 @default.
- W4385484631 hasAuthorship W4385484631A5070012085 @default.
- W4385484631 hasConcept C11413529 @default.
- W4385484631 hasConcept C119666444 @default.
- W4385484631 hasConcept C121332964 @default.
- W4385484631 hasConcept C127313418 @default.
- W4385484631 hasConcept C153180895 @default.
- W4385484631 hasConcept C154945302 @default.
- W4385484631 hasConcept C159620131 @default.
- W4385484631 hasConcept C179799912 @default.
- W4385484631 hasConcept C2524010 @default.
- W4385484631 hasConcept C2777210771 @default.
- W4385484631 hasConcept C33923547 @default.
- W4385484631 hasConcept C41008148 @default.
- W4385484631 hasConcept C45347329 @default.
- W4385484631 hasConcept C50644808 @default.
- W4385484631 hasConcept C52622490 @default.
- W4385484631 hasConcept C62520636 @default.
- W4385484631 hasConcept C62649853 @default.
- W4385484631 hasConceptScore W4385484631C11413529 @default.
- W4385484631 hasConceptScore W4385484631C119666444 @default.
- W4385484631 hasConceptScore W4385484631C121332964 @default.
- W4385484631 hasConceptScore W4385484631C127313418 @default.
- W4385484631 hasConceptScore W4385484631C153180895 @default.
- W4385484631 hasConceptScore W4385484631C154945302 @default.
- W4385484631 hasConceptScore W4385484631C159620131 @default.
- W4385484631 hasConceptScore W4385484631C179799912 @default.
- W4385484631 hasConceptScore W4385484631C2524010 @default.
- W4385484631 hasConceptScore W4385484631C2777210771 @default.
- W4385484631 hasConceptScore W4385484631C33923547 @default.
- W4385484631 hasConceptScore W4385484631C41008148 @default.
- W4385484631 hasConceptScore W4385484631C45347329 @default.
- W4385484631 hasConceptScore W4385484631C50644808 @default.
- W4385484631 hasConceptScore W4385484631C52622490 @default.
- W4385484631 hasConceptScore W4385484631C62520636 @default.
- W4385484631 hasConceptScore W4385484631C62649853 @default.
- W4385484631 hasLocation W43854846311 @default.
- W4385484631 hasOpenAccess W4385484631 @default.
- W4385484631 hasPrimaryLocation W43854846311 @default.
- W4385484631 hasRelatedWork W1964120219 @default.
- W4385484631 hasRelatedWork W2000165426 @default.
- W4385484631 hasRelatedWork W2114557664 @default.
- W4385484631 hasRelatedWork W2144059113 @default.
- W4385484631 hasRelatedWork W2146076056 @default.
- W4385484631 hasRelatedWork W2385132419 @default.
- W4385484631 hasRelatedWork W2772780115 @default.
- W4385484631 hasRelatedWork W2811390910 @default.
- W4385484631 hasRelatedWork W2942471066 @default.
- W4385484631 hasRelatedWork W3003836766 @default.
- W4385484631 isParatext "false" @default.
- W4385484631 isRetracted "false" @default.
- W4385484631 workType "article" @default.