Automation of Footages Sorting by Screenplay Text for Video Editing

The video editing process involves numerous labor-intensive operations for sorting and preparing footages, requiring significant time investment. This article describes the development of a software solution that uses machine learning technology to automate these processes. The primary focus is on creating a system capable of classifying and sorting media files according to the screenplay text, thereby increasing the efficiency of material preparation for editing. The system includes modules for speech recognition, audio and video classification, and algorithms for determining screenplay compliance. Testing showed that the proposed system correctly classifies media files in most cases, significantly reducing rough-cut editing time.

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Publication Details

Journal
Automatic Documentation and Mathematical Linguistics
Published
2024-12-01
DOI
https://doi.org/10.3103/s0005105525700281
Primary Topic
Video Analysis and Summarization
Type
article
Field-Weighted Citation Impact
0.00
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article

Automation of Footages Sorting by Screenplay Text for Video Editing

Irina Shakhova, Andrey Dmitrievich Nemanov
Automatic Documentation and Mathematical Linguistics
Video Analysis and Summarization
article

Automation of Footages Sorting by Screenplay Text for Video Editing

Irina Shakhova, Andrey Dmitrievich Nemanov
article en

Abstract

The video editing process involves numerous labor-intensive operations for sorting and preparing footages, requiring significant time investment. This article describes the development of a software solution that uses machine learning technology to automate these processes. The primary focus is on creating a system capable of classifying and sorting media files according to the screenplay text, thereby increasing the efficiency of material preparation for editing. The system includes modules for speech recognition, audio and video classification, and algorithms for determining screenplay compliance. Testing showed that the proposed system correctly classifies media files in most cases, significantly reducing rough-cut editing time.

Automatic Documentation and Mathematical LinguisticsVol. 58(S4)
Kazan Federal University (RU)
Openalex Percentile: Top 71%
Video Analysis and Summarization
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