Residential College | false |
Status | 已發表Published |
Video person re-identification using key frame screening with index and feature reorganization based on inter-frame relation | |
Lu, Zeng1; Zhang, Ganghan1; Huang, Guoheng1; Yu, Zhiwen2; Pun, Chi Man3; Zhang, Weiwen1; Chen, Junan1; Ling, Wing Kuen4 | |
2022-04-19 | |
Source Publication | International Journal of Machine Learning and Cybernetics |
ISSN | 1868-8071 |
Volume | 13Issue:9Pages:2745-2761 |
Abstract | Nowadays, there are many video person re-identification networks that do not consider screening the input video frame sequence, which result in the high-similarity of the video frames used for training the neural network. In this way, the temporal information in the video cannot be effectively modeled. To address that, we try to propose a video person re-identification scheme based on inter-frame reorganization, which consists of two modules. First, the Key Frame Screening with Index (KFSI) is proposed to screen the similar frames, and a frame sequence with richer information is extracted when loading the training dataset. Second, the Feature Reorganization Based on Inter-Frame Relation (FRBIFR) is proposed to reorganize the features of key frame sequence by calculating the correlation between the frames, and the reorganized features are more robust by eliminating some distractions (such as occlusion etc.). The experimental results show that our method outperforms the state-of-the-art methods on four mainstream datasets MARS, ILIDS-VID, PRID-2011 and DukeMTMC-VideoReID. |
Keyword | Feature Reconstruction Key-frame Extraction Relation Between Frames Temporal Modeling Video-based Person Re-identification |
DOI | 10.1007/s13042-022-01560-4 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Computer Science |
WOS Subject | Computer Science, ; Artificial Intelligence |
WOS ID | WOS:000784915900001 |
Scopus ID | 2-s2.0-85128362109 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE |
Corresponding Author | Huang, Guoheng |
Affiliation | 1.School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, 510006, China 2.School of Computer Science and Engineering, South China University of Technology, Guangzhou, 510006, China 3.Department of Computer and Information Science, University of Macau, SAR, 999078, Macao 4.School of Information Engineering, Guangdong University of Technology, Guangzhou, 510006, China |
Recommended Citation GB/T 7714 | Lu, Zeng,Zhang, Ganghan,Huang, Guoheng,et al. Video person re-identification using key frame screening with index and feature reorganization based on inter-frame relation[J]. International Journal of Machine Learning and Cybernetics, 2022, 13(9), 2745-2761. |
APA | Lu, Zeng., Zhang, Ganghan., Huang, Guoheng., Yu, Zhiwen., Pun, Chi Man., Zhang, Weiwen., Chen, Junan., & Ling, Wing Kuen (2022). Video person re-identification using key frame screening with index and feature reorganization based on inter-frame relation. International Journal of Machine Learning and Cybernetics, 13(9), 2745-2761. |
MLA | Lu, Zeng,et al."Video person re-identification using key frame screening with index and feature reorganization based on inter-frame relation".International Journal of Machine Learning and Cybernetics 13.9(2022):2745-2761. |
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