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相关论文: MuVi: Video-to-Music Generation with Semantic Alig…

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Aligning the rhythm of visual motion in a video with a given music track is a practical need in multimedia production, yet remains an underexplored task in autonomous video editing. Effective alignment between motion and musical beats…

计算机视觉与模式识别 · 计算机科学 2025-06-24 Xinyu Zhang , Dong Gong , Zicheng Duan , Anton van den Hengel , Lingqiao Liu

Composing music for video is essential yet challenging, leading to a growing interest in automating music generation for video applications. Existing approaches often struggle to achieve robust music-video correspondence and generative…

声音 · 计算机科学 2025-04-21 Heda Zuo , Weitao You , Junxian Wu , Shihong Ren , Pei Chen , Mingxu Zhou , Yujia Lu , Lingyun Sun

We propose a new task named Audio-driven Per-formance Video Generation (APVG), which aims to synthesizethe video of a person playing a certain instrument guided bya given music audio clip. It is a challenging task to gener-ate the…

计算机视觉与模式识别 · 计算机科学 2020-11-06 Hao Zhu , Yi Li , Feixia Zhu , Aihua Zheng , Ran He

The synthesis of synchronized audio-visual content is a key challenge in generative AI, with open-source models facing challenges in robust audio-video alignment. Our analysis reveals that this issue is rooted in three fundamental…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Teng Hu , Zhentao Yu , Guozhen Zhang , Zihan Su , Zhengguang Zhou , Youliang Zhang , Yuan Zhou , Qinglin Lu , Ran Yi

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…

Motion-to-music and music-to-motion have been studied separately, each attracting substantial research interest within their respective domains. The interaction between human motion and music is a reflection of advanced human intelligence,…

声音 · 计算机科学 2024-11-05 Fuming You , Minghui Fang , Li Tang , Rongjie Huang , Yongqi Wang , Zhou Zhao

The burgeoning growth of video-to-music generation can be attributed to the ascendancy of multimodal generative models. However, there is a lack of literature that comprehensively combs through the work in this field. To fill this gap, this…

音频与语音处理 · 电气工程与系统科学 2025-12-23 Shulei Ji , Songruoyao Wu , Zihao Wang , Shuyu Li , Kejun Zhang

How does audio describe the world around us? In this work, we propose a method for generating images of visual scenes from diverse in-the-wild sounds. This cross-modal generation task is challenging due to the significant information gap…

计算机视觉与模式识别 · 计算机科学 2024-12-10 Kim Sung-Bin , Arda Senocak , Hyunwoo Ha , Tae-Hyun Oh

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…

多媒体 · 计算机科学 2021-11-17 Shangzhe Di , Zeren Jiang , Si Liu , Zhaokai Wang , Leyan Zhu , Zexin He , Hongming Liu , Shuicheng Yan

The matching of the soundtrack in a movie or a video can have an enormous influence in the message being conveyed and its impact, in the sense of involvement and engagement, and ultimately in their aesthetic and entertainment qualities. Art…

多媒体 · 计算机科学 2013-04-10 Jorge Gomes , Fernando Silva , Teresa Chambel

Audio-driven video generation aims to synthesize realistic videos that align with input audio recordings, akin to the human ability to visualize scenes from auditory input. However, existing approaches predominantly focus on exploring…

图形学 · 计算机科学 2026-03-17 Kien T. Pham , Yingqing He , Yazhou Xing , Qifeng Chen , Long Chen

Video generation requires synthesizing consistent and persistent frames with dynamic content over time. This work investigates modeling the temporal relations for composing video with arbitrary length, from a few frames to even infinite,…

计算机视觉与模式识别 · 计算机科学 2022-12-15 Qihang Zhang , Ceyuan Yang , Yujun Shen , Yinghao Xu , Bolei Zhou

Existing works have made strides in video generation, but the lack of sound effects (SFX) and background music (BGM) hinders a complete and immersive viewer experience. We introduce a novel semantically consistent v ideo-to-audio generation…

多媒体 · 计算机科学 2024-04-29 Gehui Chen , Guan'an Wang , Xiaowen Huang , Jitao Sang

We study cross-modal recommendation of music tracks to be used as soundtracks for videos. This problem is known as the music supervision task. We build on a self-supervised system that learns a content association between music and video.…

多媒体 · 计算机科学 2023-06-13 Laure Prétet , Gaël Richard , Clément Souchier , Geoffroy Peeters

In many applications, synchronizing audio with visuals is crucial, such as in creating graphic animations for films or games, translating movie audio into different languages, and developing metaverse applications. This review explores…

Recent advances in diffusion models have showcased promising results in the text-to-video (T2V) synthesis task. However, as these T2V models solely employ text as the guidance, they tend to struggle in modeling detailed temporal dynamics.…

计算机视觉与模式识别 · 计算机科学 2023-05-24 Seungwoo Lee , Chaerin Kong , Donghyeon Jeon , Nojun Kwak

Video-to-audio (V2A) generation leverages visual-only video features to render plausible sounds that match the scene. Importantly, the generated sound onsets should match the visual actions that are aligned with them, otherwise unnatural…

声音 · 计算机科学 2024-07-16 Santiago Pascual , Chunghsin Yeh , Ioannis Tsiamas , Joan Serrà

Multimodal music generation aims to produce music from diverse input modalities, including text, videos, and images. Existing methods use a common embedding space for multimodal fusion. Despite their effectiveness in other modalities, their…

计算机视觉与模式识别 · 计算机科学 2024-12-13 Baisen Wang , Le Zhuo , Zhaokai Wang , Chenxi Bao , Wu Chengjing , Xuecheng Nie , Jiao Dai , Jizhong Han , Yue Liao , Si Liu

This study presents a novel method for generating music visualisers using diffusion models, combining audio input with user-selected artwork. The process involves two main stages: image generation and video creation. First, music captioning…

多媒体 · 计算机科学 2024-12-10 Leonardo Pina , Yongmin Li

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…

计算机视觉与模式识别 · 计算机科学 2025-05-08 Zeyue Tian , Zhaoyang Liu , Ruibin Yuan , Jiahao Pan , Qifeng Liu , Xu Tan , Qifeng Chen , Wei Xue , Yike Guo