Anti-Cheating Model Based on TransReID Campus Running
DOI: 10.23977/cpcs.2025.090104 | Downloads: 7 | Views: 231
Author(s)
Yanxu Wu 1, Zicheng Wang 1, Chuwei Wang 2, Dan Wang 3
Affiliation(s)
1 School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China
2 School of Materials and Metallurgy, University of Science and Technology Liaoning, Anshan, China
3 Department of Sports, University of Science and Technology Liaoning, Anshan, China
Corresponding Author
Dan WangABSTRACT
Pedestrian recognition is the use of computer vision algorithms to match pedestrian images or videos across devices, which has a huge application prospect in smart security, smart business, and so on. In this paper, TransReID technology is innovatively applied to campus running, and this paper is based on Vision Transformer's pedestrian recognition framework. The Transformer network is used as the backbone network; in addition, in order to improve the recognition ability and more diversified coverage proposed, this paper also innovatively adds the feature rotation invariance constraint strategy, which improves the recognition ability of human-type images with different angles. Finally, the mAP accuracy reaches 69.4%, which exceeds the original model by 8.4%, as shown on the MSMI17 dataset.
KEYWORDS
TransReID, Pedestrian re-identification, Transformer, Target detectionCITE THIS PAPER
Yanxu Wu, Zicheng Wang, Chuwei Wang, Dan Wang, Anti-Cheating Model Based on TransReID Campus Running. Computing, Performance and Communication Systems (2025) Vol. 9: 24-29. DOI: http://dx.doi.org/10.23977/cpcs.2025.090104.
REFERENCES
[1] Ying-Cong Chen, Xiatian Zhu, Wei-Shi Zheng, and Jian-Huang Lai. 2017. Person re-identiffcation by camera correlation aware feature augmentation. IEEE TPAMI40, 2 (2017), 392–408.
[2] Pirazh Khorramshahi, Neehar Peri, Jun-cheng Chen, and Rama Chellappa. The devil is in the details: Selfsupervisedattention for vehicle re-identification. In ECCV, pages 369– 386. Springer, 2020. 1, 8.
[3] Hao Luo, Youzhi Gu, Xingyu Liao, Shenqi Lai, and Wei Jiang. Bag of tricks and a strong baseline for deep person re-identification. In CVPRW, pages 0–0, 2019. 1, 2, 3, 11.
[4] Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xi Aohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, et al. 2020. An image is worth 16x16 words: Transformers for image recognition at scale. arXiv preprint arXiv:2010.11929 (2020).
[5] Chen S, Ye M, Du B. Rotation invariant transformer for recognizing object in uavs[C]//Proceedings of the 30th ACM International Conference on Multimedia. 2022: 2565-2574.
[6] Shuting He, Hao Luo, Pichao Wang, Fan Wang, Hao Li, and Wei Jiang. 2021.Transreid: Transformer-based object re-identiffcation. In ICCV. 15013–15022.
[7] Longhui Wei, Shiliang Zhang, Wen Gao, and Qi Tian. Person transfer gan to bridge domain gap for person reidentification. In CVPR, pages 79–88, 2018. 2, 5.
[8] Zhun Zhong, Liang Zheng, Guoliang Kang, Shaozi Li, and Yi Yang. Random erasing data augmentation. In AAAI, volume 34, pages 13001–13008, 2020. 5.
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