Abstract: Highlights•The RCCA module enhances the model’s ability to perceive artistic-style text.•The R-FPN suppresses the effect of background noise similar to the text region.•The BDM guides the correctness of boundary modeling.•We contributed an artistic-style text dataset, Movie-Poster.
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