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基于支持向量机的视频字幕自动定位与提取

Automatic Caption Location and Extraction in Digital Video Based on Support Vector Machine

  • 摘要: 视频字幕蕴含了丰富语义,可用于对相应视频流进行高级语义标注.文中首先将原始图像帧分割为N×N的子块,提取每个子块的灰度特征;然后使用预先训练好的SVM分类机进行字幕子块和非字幕子块的分类;最后结合金字塔模型和后期处理过程,实现视频图像字幕区域的自动定位提取.实验表明文中方法取得了良好的效果.

     

    Abstract: Video caption could be used to index video stream with high-level semantics since it implied lots of semantics inherently.This paper presents an algorithm to localize and extract video caption using support vector machine(SVM)automatically.First the raw video frame is segmented into N×N sub-blacks,and the gray level value features are extracted from each sub-blacks;then a pre-trained SVMis used to classify each sub-blacks into two classes: caption and non-caption;finally pyramid model and post-processing process are applied to get the caption area in the video frame automatically.The experiment results show this algorithm works well.

     

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