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CPNText-DETR: Dynamic contour initialization and normalized loss for accurate arbitrarily shaped text detection | Synapse
March 3, 2026
CPNText-DETR: Dynamic contour initialization and normalized loss for accurate arbitrarily shaped text detection
YW
Yang Wang
WZ
Wanlin Zhou
Nanjing University of Aeronautics and Astronautics
CL
Chen Lv
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Key Points
Accurate text detection plays a crucial role in image processing and computer vision tasks.
The study implements dynamic contour initialization to better capture varied text shapes and improve accuracy.
Normalized loss is introduced to enhance model training and refine detection performance.
These methods may improve applications in optical character recognition and scene text recognition.
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Cite This Study
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Wang et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75d7fc6e9836116a279b7
https://doi.org/https://doi.org/10.1016/j.cviu.2026.104647