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Cited article:

CR2-Net: Component Relationship Reasoning Network for Traffic Text Detection

Runmin Wang, Jielei Hei, Minghao Liu, Zukun Wan, Juan Xu, Xiaofei Cao, Xuan He, Yajun Ding, Changxin Gao and Nong Sang
IEEE Transactions on Intelligent Vehicles 10 (1) 190 (2025)
https://doi.org/10.1109/TIV.2024.3411093

S3INet: Semantic-Information Space Sharing Interaction Network for Arbitrary Shape Text Detection

Runmin Wang, Hua Chen, Yanbin Zhu, Juan Xu, Xiaofei Cao, Zhenlin Zhu, Shengyou Qian, Changxin Gao, Li Liu and Nong Sang
IEEE Transactions on Neural Networks and Learning Systems 36 (8) 14691 (2025)
https://doi.org/10.1109/TNNLS.2025.3538806

LTDNet: A Lightweight Text Detector for Real-Time Arbitrary-Shape Traffic Text Detection

Runmin Wang, Yanbin Zhu, Ziyu Zhu, Lingxin Cui, Zukun Wan, Anna Zhu, Yajun Ding, Shengyou Qian, Changxin Gao and Nong Sang
IEEE/CAA Journal of Automatica Sinica 12 (8) 1648 (2025)
https://doi.org/10.1109/JAS.2024.125022

TTDNet: An End-to-End Traffic Text Detection Framework for Open Driving Environments

Runmin Wang, Yanbin Zhu, Hua Chen, Zhenlin Zhu, Xiangyu Zhang, Yajun Ding, Shengyou Qian, Changxin Gao, Li Liu and Nong Sang
IEEE Transactions on Intelligent Transportation Systems 25 (12) 19770 (2024)
https://doi.org/10.1109/TITS.2024.3479884

Machine recognition efficiency study of safety signs based on image degradation simulation

Di Mu and Chaolong Yue
Multimedia Tools and Applications 81 (2) 2127 (2022)
https://doi.org/10.1007/s11042-021-11369-y