{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,30]],"date-time":"2025-07-30T14:12:40Z","timestamp":1753884760382,"version":"3.41.2"},"reference-count":40,"publisher":"World Scientific Pub Co Pte Ltd","issue":"14","funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62276237"],"award-info":[{"award-number":["62276237"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62036009"],"award-info":[{"award-number":["62036009"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Zhejiang Province Basic Public Welfare Research Program Project","award":["LTGY23F020006"],"award-info":[{"award-number":["LTGY23F020006"]}]},{"name":"Zhejiang Provincial Natural Science Foundation of China","award":["LDT23F0202"],"award-info":[{"award-number":["LDT23F0202"]}]},{"name":"Zhejiang Provincial Natural Science Foundation of China","award":["LDT23F02021F02"],"award-info":[{"award-number":["LDT23F02021F02"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Patt. Recogn. Artif. Intell."],"published-print":{"date-parts":[[2024,11]]},"abstract":"<jats:p> Person re-identification methods currently encounter challenges in feature learning, primarily due to difficulties in expressing the correlation between local features and integrating global and local features effectively. To address these issues, a pose-guided person re-identification method with Two-Level Channel\u2013Spatial Feature Integration (TLCSFI) is proposed. In TLCSFI, a two-level integration mechanism is implemented. At the first level, TLCSFI integrates the spatial information from local features to generate fine-grained spatial features. At the second level, the fine-grained spatial feature and the coarse-grained channel feature are integrated together to complete channel\u2013spatial feature integration. In the method, a Pose-based Spatial Feature Integration (PSFI) module is introduced to generate the pose union feature, which calculates intra-body affinity to guide the integration of spatial information among local pose feature maps. Then, a Channel and Spatial Union Feature Integration (CSUFI) module is proposed to efficiently integrate the channel information of the global feature and the spatial information of the pose union feature. Two individual networks are designed to extract channel and spatial information, respectively, in CSUFI, which are then weighted and integrated. Experiments are conducted on three publicly available datasets to evaluate TLCSFI, and the experimental results demonstrate its competitive performance. <\/jats:p>","DOI":"10.1142\/s0218001424550164","type":"journal-article","created":{"date-parts":[[2024,9,13]],"date-time":"2024-09-13T09:56:27Z","timestamp":1726221387000},"source":"Crossref","is-referenced-by-count":0,"title":["TLCSFI: A Pose-Guided Person Re-Identification Method with Two-Level Channel\u2013Spatial Feature Integration"],"prefix":"10.1142","volume":"38","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2555-343X","authenticated-orcid":false,"given":"Ruohong","family":"Huan","sequence":"first","affiliation":[{"name":"Computer Science and Technology, Zhejiang University of Technology, #288 Liuhe Road Hangzhou, Zhejiang, P.\u00a0R.\u00a0China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-9351-6968","authenticated-orcid":false,"given":"Xin","family":"Zhao","sequence":"additional","affiliation":[{"name":"Computer Science and Technology, Zhejiang University of Technology, #288 Liuhe Road Hangzhou, Zhejiang, P.\u00a0R.\u00a0China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4545-7197","authenticated-orcid":false,"given":"Nan","family":"Gao","sequence":"additional","affiliation":[{"name":"Computer Science and Technology, Zhejiang University of Technology, #288 Liuhe Road Hangzhou, Zhejiang, P.\u00a0R.\u00a0China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6122-0574","authenticated-orcid":false,"given":"Peng","family":"Chen","sequence":"additional","affiliation":[{"name":"Computer Science and Technology, Zhejiang University of Technology, #288 Liuhe Road Hangzhou, Zhejiang, P.\u00a0R.\u00a0China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2077-9608","authenticated-orcid":false,"given":"Ronghua","family":"Liang","sequence":"additional","affiliation":[{"name":"Computer Science and Technology, Zhejiang University of Technology, #288 Liuhe Road Hangzhou, Zhejiang, P.\u00a0R.\u00a0China"}]}],"member":"219","published-online":{"date-parts":[[2024,10,30]]},"reference":[{"first-page":"11813","volume-title":"Proc. IEEE\/CVF Int. Conf. Computer Vision (ICCV)","author":"Chen P.","key":"S0218001424550164BIB002"},{"first-page":"11741","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Gao S.","key":"S0218001424550164BIB005"},{"first-page":"7073","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"He L.","key":"S0218001424550164BIB007"},{"first-page":"14993","volume-title":"Proc. IEEE\/CVF Int. Conf. Computer Vision (ICCV)","author":"He S.","key":"S0218001424550164BIB008"},{"first-page":"9309","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Hou R.","key":"S0218001424550164BIB010"},{"key":"S0218001424550164BIB011","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2020.3014167"},{"first-page":"1673","volume-title":"AAAI Conf. Artificial Intelligence","author":"Jia M.","key":"S0218001424550164BIB012"},{"first-page":"1062","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Kalayeh M. M.","key":"S0218001424550164BIB014"},{"key":"S0218001424550164BIB016","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00292"},{"key":"S0218001424550164BIB017","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2020.3037179"},{"first-page":"1487","volume-title":"Proc. IEEE\/CVF Conf. Computer Vision and Pattern Recognition Workshops (CVPRW)","author":"Luo H.","key":"S0218001424550164BIB019"},{"first-page":"542","volume-title":"Proc. IEEE\/CVF Int. Conf. Computer Vision (ICCV)","author":"Miao J.","key":"S0218001424550164BIB020"},{"first-page":"1179","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Song C.","key":"S0218001424550164BIB022"},{"first-page":"6736","volume-title":"Proc. IEEE\/CVF Int. Conf. Computer Vision (ICCV)","author":"Sun H.","key":"S0218001424550164BIB023"},{"first-page":"6397","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Sun Y.","key":"S0218001424550164BIB024"},{"first-page":"393","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Sun Y.","key":"S0218001424550164BIB025"},{"first-page":"501","volume-title":"Proc. European Conf. Computer Vision (ECCV)","author":"Sun Y.","key":"S0218001424550164BIB026"},{"volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Szegedy C.","key":"S0218001424550164BIB027"},{"key":"S0218001424550164BIB028","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2021.3061412"},{"first-page":"791","volume-title":"Proc. European Conf. Computer Vision (ECCV)","author":"Varior R. R.","key":"S0218001424550164BIB030"},{"key":"S0218001424550164BIB031","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2020.2983686"},{"first-page":"6448","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Wang G.","key":"S0218001424550164BIB034"},{"first-page":"4744","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Wang Z.","key":"S0218001424550164BIB035"},{"first-page":"79","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Wei L.","key":"S0218001424550164BIB036"},{"key":"S0218001424550164BIB037","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2021.3087643"},{"first-page":"1389","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Yang W.","key":"S0218001424550164BIB038"},{"first-page":"536","volume-title":"Proc. European Conf. Computer Vision (ECCV)","author":"Yang Y.","key":"S0218001424550164BIB039"},{"key":"S0218001424550164BIB040","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2891888"},{"key":"S0218001424550164BIB041","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3054775"},{"first-page":"3183","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Zhang Z.","key":"S0218001424550164BIB042"},{"key":"S0218001424550164BIB044","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2852712"},{"key":"S0218001424550164BIB045","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2020.3033165"},{"first-page":"907","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Zhao H.","key":"S0218001424550164BIB046"},{"first-page":"4678","volume-title":"Proc. IEEE Int. Conf. Computer Vision (ICCV)","author":"Zheng W. S.","key":"S0218001424550164BIB047"},{"first-page":"1116","volume-title":"Proc. IEEE Int. Conf. Computer Vision (ICCV)","author":"Zheng L.","key":"S0218001424550164BIB048"},{"first-page":"2133","volume-title":"Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR)","author":"Zheng Z.","key":"S0218001424550164BIB050"},{"first-page":"13001","volume-title":"AAAI Conf. Artificial Intelligence","author":"Zhong Z.","key":"S0218001424550164BIB051"},{"first-page":"3701","volume-title":"Proc. IEEE\/CVF Int. Conf. Computer Vision (ICCV)","author":"Zhou K.","key":"S0218001424550164BIB052"},{"key":"S0218001424550164BIB053","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58580-8_21"},{"key":"S0218001424550164BIB054","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58610-2_9"}],"container-title":["International Journal of Pattern Recognition and Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218001424550164","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,29]],"date-time":"2024-11-29T09:25:43Z","timestamp":1732872343000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0218001424550164"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,30]]},"references-count":40,"journal-issue":{"issue":"14","published-print":{"date-parts":[[2024,11]]}},"alternative-id":["10.1142\/S0218001424550164"],"URL":"https:\/\/doi.org\/10.1142\/s0218001424550164","relation":{},"ISSN":["0218-0014","1793-6381"],"issn-type":[{"type":"print","value":"0218-0014"},{"type":"electronic","value":"1793-6381"}],"subject":[],"published":{"date-parts":[[2024,10,30]]},"article-number":"2455016"}}