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Related papers: SONIQUE: Video Background Music Generation Using U…

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Training audio-to-image generative models requires an abundance of diverse audio-visual pairs that are semantically aligned. Such data is almost always curated from in-the-wild videos, given the cross-modal semantic correspondence that is…

Sound · Computer Science 2025-01-10 Darius Petermann , Mahdi M. Kalayeh

In this work, we address the task of video background music generation. Some previous works achieve effective music generation but are unable to generate melodious music tailored to a particular video, and none of them considers the…

Multimedia · Computer Science 2021-11-17 Shangzhe Di , Zeren Jiang , Si Liu , Zhaokai Wang , Leyan Zhu , Zexin He , Hongming Liu , Shuicheng Yan

Providing soundtracks for videos remains a costly and time-consuming challenge for multimedia content creators. We introduce EMSYNC, an automatic video-based symbolic music generator that creates music aligned with a video's emotional…

Sound · Computer Science 2026-02-06 Serkan Sulun , Paula Viana , Matthew E. P. Davies

The field of video generation has expanded significantly in recent years, with controllable and compositional video generation garnering considerable interest. Most methods rely on leveraging annotations such as text, objects' bounding…

Computer Vision and Pattern Recognition · Computer Science 2025-03-25 Aram Davtyan , Sepehr Sameni , Björn Ommer , Paolo Favaro

Conventional music visualisation systems rely on handcrafted ad hoc transformations of shapes and colours that offer only limited expressiveness. We propose two novel pipelines for automatically generating music videos from any…

As the volume of video content on the internet grows rapidly, finding a suitable soundtrack remains a significant challenge. This thesis presents EMSYNC (EMotion and SYNChronization), a fast, free, and automatic solution that generates…

Machine Learning · Computer Science 2026-02-10 Serkan Sulun

Music enhances video narratives and emotions, driving demand for automatic video-to-music (V2M) generation. However, existing V2M methods relying solely on visual features or supplementary textual inputs generate music in a black-box…

Multimedia · Computer Science 2025-07-29 Junxian Wu , Weitao You , Heda Zuo , Dengming Zhang , Pei Chen , Lingyun Sun

When editing a video, a piece of attractive background music is indispensable. However, video background music generation tasks face several challenges, for example, the lack of suitable training datasets, and the difficulties in flexibly…

Computer Vision and Pattern Recognition · Computer Science 2024-05-21 Sizhe Li , Yiming Qin , Minghang Zheng , Xin Jin , Yang Liu

While most music generation models use textual or parametric conditioning (e.g. tempo, harmony, musical genre), we propose to condition a language model based music generation system with audio input. Our exploration involves two distinct…

Sound · Computer Science 2024-07-31 Simon Rouard , Yossi Adi , Jade Copet , Axel Roebel , Alexandre Défossez

We present a framework for learning to generate background music from video inputs. Unlike existing works that rely on symbolic musical annotations, which are limited in quantity and diversity, our method leverages large-scale web videos…

Multimedia · Computer Science 2024-09-12 Yan-Bo Lin , Yu Tian , Linjie Yang , Gedas Bertasius , Heng Wang

We introduce EgoSonics, a method to generate semantically meaningful and synchronized audio tracks conditioned on silent egocentric videos. Generating audio for silent egocentric videos could open new applications in virtual reality,…

Computer Vision and Pattern Recognition · Computer Science 2024-12-17 Aashish Rai , Srinath Sridhar

Video-to-music generation presents significant potential in video production, requiring the generated music to be both semantically and rhythmically aligned with the video. Achieving this alignment demands advanced music generation…

Sound · Computer Science 2024-12-10 Sifei Li , Binxin Yang , Chunji Yin , Chong Sun , Yuxin Zhang , Weiming Dong , Chen Li

Video to sound generation aims to generate realistic and natural sound given a video input. However, previous video-to-sound generation methods can only generate a random or average timbre without any controls or specializations of the…

Multimedia · Computer Science 2022-11-22 Chenye Cui , Yi Ren , Jinglin Liu , Rongjie Huang , Zhou Zhao

In this work, we systematically study music generation conditioned solely on the video. First, we present a large-scale dataset comprising 360K video-music pairs, including various genres such as movie trailers, advertisements, and…

Computer Vision and Pattern Recognition · Computer Science 2025-05-08 Zeyue Tian , Zhaoyang Liu , Ruibin Yuan , Jiahao Pan , Qifeng Liu , Xu Tan , Qifeng Chen , Wei Xue , Yike Guo

Recent advancements in 4D generation have demonstrated its remarkable capability in synthesizing photorealistic renderings of dynamic 3D scenes. However, despite achieving impressive visual performance, almost all existing methods overlook…

Sound · Computer Science 2026-03-02 Siyi Xie , Hanxin Zhu , Xinyi Chen , Tianyu He , Xin Li , Zhibo Chen

Creation of images using generative adversarial networks has been widely adapted into multi-modal regime with the advent of multi-modal representation models pre-trained on large corpus. Various modalities sharing a common representation…

Sound · Computer Science 2022-06-10 Yoonjeon Kim , Joel Jang , Sumin Shin

Generating audio from a video's visual context has multiple practical applications in improving how we interact with audio-visual media - for example, enhancing CCTV footage analysis, restoring historical videos (e.g., silent movies), and…

Sound · Computer Science 2024-04-30 Hugo Garrido-Lestache Belinchon , Helina Mulugeta , Adam Haile

We tackle the task of conditional music generation. We introduce MusicGen, a single Language Model (LM) that operates over several streams of compressed discrete music representation, i.e., tokens. Unlike prior work, MusicGen is comprised…

The sound effects that designers add to videos are designed to convey a particular artistic effect and, thus, may be quite different from a scene's true sound. Inspired by the challenges of creating a soundtrack for a video that differs…

Computer Vision and Pattern Recognition · Computer Science 2023-04-18 Yuexi Du , Ziyang Chen , Justin Salamon , Bryan Russell , Andrew Owens

Music is essential when editing videos, but selecting music manually is difficult and time-consuming. Thus, we seek to automatically generate background music tracks given video input. This is a challenging task since it requires…

Computer Vision and Pattern Recognition · Computer Science 2023-08-07 Le Zhuo , Zhaokai Wang , Baisen Wang , Yue Liao , Chenxi Bao , Stanley Peng , Songhao Han , Aixi Zhang , Fei Fang , Si Liu
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