首页> 外文期刊>International journal of simulation: systems, science and technology >COMPUTER VISION APPROACH FOR DETECTION AND EXTRACTION OF TEXT FROM VIDEO FRAMES USING COLOR CONTINUITY, COLOR VARIATIONS AND HV PROJECTIONS METHODS
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COMPUTER VISION APPROACH FOR DETECTION AND EXTRACTION OF TEXT FROM VIDEO FRAMES USING COLOR CONTINUITY, COLOR VARIATIONS AND HV PROJECTIONS METHODS

机译:使用色彩连续性,色彩变化和HV投影方法从视频帧中检测和提取文本的计算机视觉方法

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Multimedia data retrieval and indexing is an important aspect for information processing and information extraction. In the field of multimedia data indexing, video data indexing is considered as a challenging task for various type of real-time applications. In order to improve the retrieval and indexing performance, text detection and extraction has gained attraction from research community. In this work, we presented text detection and extraction process from video scene frames. In order to accomplish the desired objective, the complete process is divided into two stages as (a) text detection and (b) text recognition. For text detection, a combined approach is presented where color continuity, color variations are computed and later text localization is performed using horizontal and vertical projections. In the next phase, text recognition is performed where DWT based features are extracted and trained using RBF classifier. The complete experimental study is carried out using MATLAB simulation and tested for open source datasets. The comparative study shows that the proposed approach achieves better performance when compared with the existing techniques.
机译:多媒体数据检索和索引编制是信息处理和信息提取的重要方面。在多媒体数据索引领域,对于各种类型的实时应用,视频数据索引被认为是一项具有挑战性的任务。为了提高检索和索引的性能,文本检测和提取已引起研究界的关注。在这项工作中,我们介绍了从视频场景帧进行文本检测和提取的过程。为了实现期望的目标,整个过程分为两个阶段,即(a)文本检测和(b)文本识别。对于文本检测,提出了一种组合方法,其中可以计算颜色连续性,颜色变化,然后使用水平和垂直投影执行以后的文本定位。在下一阶段,执行文本识别,其中使用RBF分类器提取和训练基于DWT的特征。完整的实验研究是使用MATLAB仿真进行的,并针对开源数据集进行了测试。比较研究表明,与现有技术相比,该方法具有更好的性能。

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