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Automatic Preview Generation of Comic Episodes for Digitized Comic Search

机译:自动预览生成漫画集以进行数字化漫画搜索

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This research proposes a novel method to present "thumbnails" of episodes of digitized comics, in order to improve the efficiency of comic search. Comic episode thumbnails are generated based on image analysis technologies developed especially for comic images. Namely, the following procedures are developed for our system: automatic comic frame segmentation, text balloon extraction, and a linear regression based model to calculate the importance score of each extracted frame. The system then selects frames from each episode with high importance score, and aligns the selected frames to create the episode thumbnail, which is presented to the system user as a compact preview of the episode. User experiments conducted with actual Japanese comic images prove that the proposed method significantly decreases the time necessary to search for specific episodes from a large scaled comic data collection.
机译:这项研究提出了一种新颖的方法来呈现数字化漫画情节的“缩略图”,以提高漫画搜索的效率。漫画情节缩略图是根据专门为漫画图像开发的图像分析技术生成的。即,为我们的系统开发了以下过程:自动漫画帧分割,文本气球提取和基于线性回归的模型,用于计算每个提取帧的重要性得分。然后,系统从每个情节中选择具有高重要性得分的帧,并对齐选定的帧以创建情节缩略图,将其作为情节的紧凑​​预览呈现给系统用户。用实际的日本漫画图像进行的用户实验证明,该方法大大减少了从大规模漫画数据集中搜索特定剧集所需的时间。

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