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MultiBIC: an Improved Speaker Segmentation Technique for TV Shows

机译:MultiBIC:改进的电视节目发言人分割技术

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Speaker segmentation systems usually have problems detecting short segments, which causes the number of deletions to be high and therefore harming the performance of the system. This is a complication when it comes to segmenting multimedia information such as movies and TV shows, where dialogs among characters are very common. In this paper a modification of the BIC algorithm is presented, which will reduce remarkably the number of deletions without causing an increase in the number of false alarms. This modification, referred to as MultiBIC, assumes that two change-points are present in a window of data, while conventional BIC approach supposes that there is just one. This causes the system to notice when there is more than one change-point in a window, finding shorter segments than traditional BIC.
机译:说话人分割系统通常在检测短片段时遇到问题,这会导致删除次数增加,从而损害系统的性能。当分割多媒体信息(例如电影和电视节目)时,这是很复杂的,因为字符之间的对话非常普遍。在本文中,提出了对BIC算法的修改,它将显着减少删除次数,而不会导致错误警报数量的增加。称为MultiBIC的此修改假定数据窗口中存在两个更改点,而常规BIC方法假定只有一个。这使系统注意到一个窗口中有多个更改点时,发现的分段比传统的BIC短。

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