Scene text detection with gradient guidance

Siyu Chen; Enqi Zhan; Manjie Zhang

doi:10.1117/12.2682595

26 May 2023 Scene text detection with gradient guidance

Siyu Chen, Enqi Zhan, Manjie Zhang

Proceedings Volume 12700, International Conference on Electronic Information Engineering and Data Processing (EIEDP 2023); 1270014 (2023) https://doi.org/10.1117/12.2682595
Event: International Conference on Electronic Information Engineering and Data Processing (EIEDP 2023), 2023, Nanchang, China

Abstract

In the process of text detection, we frequently encounter numerous indistinct images, which can easily result in text omission and misdetection. Inspired by the SPSR model, we introduce gradient branching to guide the training of text detection models in order to address this problem. By preserving more image edge features, we expect to improve the text detection performance of fuzzy images and fuzzy regions. The experiment demonstrates that the gradient guidance-based text detection model can detect text in ambiguous images more accurately and reduce instances of missing and incorrect detection.

Citation Download Citation

Siyu Chen, Enqi Zhan, and Manjie Zhang "Scene text detection with gradient guidance", Proc. SPIE 12700, International Conference on Electronic Information Engineering and Data Processing (EIEDP 2023), 1270014 (26 May 2023); https://doi.org/10.1117/12.2682595

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