| Emotion-Aware Music Driven Movie Montage | |
| Liu, Wu-Qin3,4; Lin, Min-Xuan2; Huang, Hai-Bin2; Ma, Chong-Yang2; Song, Yu1; Dong, Wei-Ming3; Xu, Chang-Sheng3 | |
| 刊名 | JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
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| 2023-06-01 | |
| 卷号 | 38期号:3页码:540-553 |
| 关键词 | movie montage emotion analysis audio-visual modality contrastive learning |
| ISSN号 | 1000-9000 |
| DOI | 10.1007/s11390-023-3064-6 |
| 通讯作者 | Dong, Wei-Ming(weiming.dong@ia.ac.cn) |
| 英文摘要 | 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. |
| 资助项目 | National Key Research and Development Program of China[2020AAA0106200] ; National Natural Science Foundation of China[61832016] |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| 出版者 | SPRINGER SINGAPORE PTE LTD |
| WOS记录号 | WOS:001089311400006 |
| 资助机构 | National Key Research and Development Program of China ; National Natural Science Foundation of China |
| 内容类型 | 期刊论文 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/54469]  |
| 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 Sci & Technol Beijing, Sch Mech Engn, Beijing 100083, Peoples R China 2.Kuaishou Technol, Beijing, Peoples R China 3.Chinese Acad Sci, Inst Automat, State Key Lab Multimodal Artificial Intelligence S, Beijing 100190, Peoples R China 4.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 101408, Peoples R China |
| 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. |
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