Transcription of Real-time Scene Text Detection with Differentiable ...
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Real-time Scene Text Detection with Differentiable ...
Real-time Scene Text Detection with Differentiable BinarizationMinghui Liao1 , Zhaoyi Wan2 , Cong Yao2, Kai Chen3,4, Xiang Bai1 1 Huazhong University of Science and Technology,2 Megvii,3 Shanghai Jiao Tong University,4 Onlyou segmentation-based methods are quite popular inscene text Detection , as the segmentation results can more ac-curately describe Scene text of various shapes such as curvetext. However, the post-processing of binarization is essen-tial for segmentation-based Detection , which converts proba-bility maps produced by a segmentation method into bound-ing boxes/regions of text. In this paper, we propose a mod-ule named Differentiable Binarization (DB), which can per-form the binarization process in a segmentation network.
Figure 2: Traditional pipeline (blue flow) and our pipeline (red flow). Dashed arrows are the inference only operators; solid arrows indicate differentiable operators in both training and inference. ing it along with a segmentation network. The major contribution in this paper is the proposed DB module that is differentiable, which makes the ...
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