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Incorporating texture and silhouette for video-based person re-identification

文献类型：期刊论文

作者Bai, Shutao1,2; Chang, Hong1,2; Ma, Bingpeng2
刊名PATTERN RECOGNITION
出版日期2024-12-01
卷号156页码:13
关键词Silhouette Relational modeling Decomposition
ISSN号0031-3203
DOI10.1016/j.patcog.2024.110759
英文摘要Silhouette is an effective modality in video-based person re-identification (ReID) since it contains features (e.g., e . g ., stature and gait) complementary to the RGB modality. However, recent silhouette-assisted methods have not fully explored the spatial-temporal relations within each modality or considered the cross-modal complementarity in fusion. To address these two issues, we propose a Complete Relational Framework that includes two key components. The first component, Spatial-Temporal Relational Module (STRM), explores the spatiotemporal relations. STRM decomposes the video's spatiotemporal context into local/fine-grained and global/semantic aspects, modeling them sequentially to enhance the representation of each modality. The second component, Modality-Channel Relational Module (MCRM), explores the complementarity between RGB and silhouette videos. MCRM aligns two modalities semantically and multiplies them to capture complementary interrelations. With these two modules focusing on intra- and cross-modal relationships, our method achieves superior results across multiple benchmarks with minimal additional parameters and FLOPs. Code and models are available at https://github.com/baist/crf.
资助项目National Natural dation of China (NSFC)[62276246] ; Fundamental Funds for the Central Universities
WOS研究方向Computer Science ; Engineering
语种英语
WOS记录号WOS:001282438900001
出版者ELSEVIER SCI LTD
源URL[http://119.78.100.204/handle/2XEOYT63/39697]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Ma, Bingpeng
作者单位1.Chinese Acad Sci, CAS, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式
GB/T 7714		 Bai, Shutao,Chang, Hong,Ma, Bingpeng. Incorporating texture and silhouette for video-based person re-identification[J]. PATTERN RECOGNITION,2024,156:13.
APA Bai, Shutao,Chang, Hong,&Ma, Bingpeng.(2024).Incorporating texture and silhouette for video-based person re-identification.PATTERN RECOGNITION,156,13.
MLA Bai, Shutao,et al."Incorporating texture and silhouette for video-based person re-identification".PATTERN RECOGNITION 156(2024):13.

入库方式： OAI收割

来源：计算技术研究所

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