Creating Slides from Video Lecture

Valerii M. Krygin, Maksym K. Shylo
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引用次数: 1

Abstract

Introduction. Video recordings of lectures are no longer a rarity in the conditions of distance learning. Videos may be in an inconvenient format for students or contain different artifacts due to compression, camera quality, and other factors. It is useful to have a presentation of the study material, which contains only the text from the board because such a view of the material is most like the compendium. Purpose. The item of our work is creating an algorithm for obtaining panorama slides without a teacher from video lecture. To develop this algorithm, we use the Boykov-Kolmogorov Max-flow algorithm for obtaining a mask of moving objects. In some video lectures, the camera is moved so that the teacher is in sight, so some of the recordings are not visible. To do this, we make frames stitching to get a panorama. To reduce duplication of slides due to camera shaking, we perform video-stabilization as a preprocessing step, then replace the pixels using the mask. Finally, we create slides by comparing changes in the frames, binarizingand denoising. Methods. We used the Boykov-Kolmogorov Max-flow algorithm, SIFT, Laplace operator and Otsu binarization for developing information technology. Results.As a result, we get panorama slides with the extracted text or drawings from the board, which will help to simplify the creation of e-learning materials for both new and existing lecture recordings. Teachers will also be able to quickly provide lecture material to students even if they teach several complex subjects. Conclusion. We have developed an algorithm and implemented information technology for obtaining slides from video-lecture. Now, a teacher can give students short content of video material. The next steps are automatic detection of the board, division of the board into sections, and recognition of the text and formulas written on the board.
从视频讲座中创建幻灯片
介绍。在远程学习的条件下,讲课录像不再是罕见的。视频的格式可能对学生来说不方便,或者由于压缩、相机质量和其他因素而包含不同的伪影。有一个学习材料的展示是很有用的,它只包含黑板上的文本,因为这样的材料视图最像纲要。目的。我们的工作项目是创建一个在没有老师的情况下从视频讲座中获取全景幻灯片的算法。为了开发该算法,我们使用Boykov-Kolmogorov Max-flow算法来获得运动物体的掩码。在一些视频讲座中,摄像机被移动,这样老师就能看到,所以有些录音是不可见的。要做到这一点,我们进行帧拼接以获得全景。为了减少由于相机抖动导致的重复幻灯片,我们执行视频稳定作为预处理步骤,然后使用掩模替换像素。最后,我们通过比较帧的变化,二值化和去噪来创建幻灯片。方法。我们使用Boykov-Kolmogorov Max-flow算法、SIFT、拉普拉斯算子和Otsu二值化来开发信息技术。结果。因此,我们得到全景幻灯片与提取的文本或图纸从板,这将有助于简化创建电子学习材料为新的和现有的讲座录音。教师也将能够快速提供讲课材料给学生,即使他们教几个复杂的科目。结论。我们开发了一种算法,并实现了从视频讲座中获取幻灯片的信息技术。现在,老师可以给学生提供简短的视频材料。接下来的步骤是自动检测棋盘,将棋盘划分为部分,并识别写在棋盘上的文字和公式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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发文量
16
审稿时长
24 weeks
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