Emotion-Aware Music Driven Movie Montage

doi:10.1007/s11390-023-3064-6

	Emotion-Aware Music Driven Movie Montage
	Liu, Wu-Qin 1,2; Lin, Min-Xuan3 ; Huang, Hai-Bin 3; Ma, Chong-Yang 3; Song, Yu 4; Dong, Wei-Ming2 ; Xu, Chang-Sheng2
发表期刊	JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
ISSN	1000-9000
	2023-06-01
卷号	38 期号:3 页码:540-553
通讯作者	Dong, Wei-Ming(weiming.dong@ia.ac.cn)
摘要	In this paper, we present Emotion-Aware Music Driven Movie Montage, a novel paradigm for the challenging task of generating movie montages. Specifically, given a movie and a piece of music as the guidance, our method aims to generate a montage out of the movie that is emotionally consistent with the music. Unlike previous work such as video summarization, this task requires not only video content understanding, but also emotion analysis of both the input movie and music. To this end, we propose a two-stage framework, including a learning-based module for the prediction of emotion similarity and an optimization-based module for the selection and composition of candidate movie shots. The core of our method is to align and estimate emotional similarity between music clips and movie shots in a multi-modal latent space via contrastive learning. Subsequently, the montage generation is modeled as a joint optimization of emotion similarity and additional constraints such as scene-level story completeness and shot-level rhythm synchronization. We conduct both qualitative and quantitative evaluations to demonstrate that our method can generate emotionally consistent montages and outperforms alternative baselines.
关键词	movie montage emotion analysis audio-visual modality contrastive learning
DOI	10.1007/s11390-023-3064-6
收录类别	SCI
语种	英语
资助项目	National Key Research and Development Program of China[2020AAA0106200] ; National Natural Science Foundation of China[61832016]
项目资助者	National Key Research and Development Program of China ; National Natural Science Foundation of China
WOS研究方向	Computer Science
WOS类目	Computer Science, Hardware & Architecture ; Computer Science, Software Engineering
WOS记录号	WOS:001089311400006
出版者	SPRINGER SINGAPORE PTE LTD
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/54470
专题	多模态人工智能系统全国重点实验室
通讯作者	Dong, Wei-Ming
作者单位	1.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 101408, Peoples R China 2.Chinese Acad Sci, Inst Automat, State Key Lab Multimodal Artificial Intelligence S, Beijing 100190, Peoples R China 3.Kuaishou Technol, Beijing, Peoples R China 4.Univ Sci & Technol Beijing, Sch Mech Engn, Beijing 100083, Peoples R China
第一作者单位	中国科学院自动化研究所
通讯作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Liu, Wu-Qin,Lin, Min-Xuan,Huang, Hai-Bin,et al. Emotion-Aware Music Driven Movie Montage[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2023,38(3):540-553.
APA	Liu, Wu-Qin.,Lin, Min-Xuan.,Huang, Hai-Bin.,Ma, Chong-Yang.,Song, Yu.,...&Xu, Chang-Sheng.(2023).Emotion-Aware Music Driven Movie Montage.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,38(3),540-553.
MLA	Liu, Wu-Qin,et al."Emotion-Aware Music Driven Movie Montage".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 38.3(2023):540-553.