Multimodal-based and Aesthetic-guided Narrative Video Summarization
نویسندگان
چکیده
Narrative videos usually illustrate the main content through multiple narrative information such as audios, video frames and subtitles. Existing summarization approaches rarely consider dimensional inputs, or ignore impact of shots artistic assembly when directly applied to videos. This paper introduces a multimodal-based aesthetic-guided method. Our method leverages multimodal including visual content, subtitles audio our specified key selection, subtitle summarization, highlight extraction components. Furthermore, under guidance cinematographic aesthetic, we design novel module ensure shot completeness then assemble selected into desired summary. Besides, also provides flexible specification for achieve which it automatically selects semantically related according user-designed text. By conducting large number quantitative experimental evaluations user studies, demonstrate that effectively preserves important original video, is capable rapidly producing high-quality summaries.
منابع مشابه
Music-Guided Video Summarization using adratic Assignments
This paper aims to automatically generate a summary of an unedited video, guided by an externally provided music-track. The tempo, energy and beats in the music determine the choices and cuts in the video summarization. To solve this challenging task, we model video summarization as a quadratic assignment problem. We assign frames to the summary, using rewards based on frame interestingness, pl...
متن کاملNarrative Complexity Based on Summarization Algorithms
Narrative structures can only be defined in terms of some internal memory representation, but narrative complexity is more properly characterized by information processing requirements. Story grammars, plan and goal hierarchies, and causal chain representations a l l provide a sense of structure which is largely removed from the processes that produce or access that memory representation. In th...
متن کاملPlot Units and Narrative Summarization
In order to summarize a story, it is necessary to access a high level analysis of the story that highlights its central concepts. A technique of memory representation based on plot units appears to provide a rich foundation for such an analysis. Plot units are conceptual structures that overlap with each other when a narrative is cohesive. When overlapping intersections between plot units are i...
متن کاملNarrative Text Summarization
In order to summarize a story it is necessary to access a high level analysis that highlights the story's central concepts. A technique of memory representation based on affect units appears to provide the necessary foundation for such an analysis. Affect units are conceptual structures that overlap with each other when a narrative is cohesive. When overlapping intersections are interpreted as ...
متن کاملInvited Lecture: Narrative Summarization
The understanding and summarization of stories remains a challenge, in part because of the inability to adequately capture the ‘aboutness’ of information content. This can result in inappropriate content selection as well as summary incoherence. This talk sketches a general framework for narrative summarization that relies in part on explo itation of temporal information. I will show how this f...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Transactions on Multimedia
سال: 2022
ISSN: ['1520-9210', '1941-0077']
DOI: https://doi.org/10.1109/tmm.2022.3183394