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相关论文: Automatic Realistic Music Video Generation from Se…

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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…

多媒体 · 计算机科学 2024-09-12 Yan-Bo Lin , Yu Tian , Linjie Yang , Gedas Bertasius , Heng Wang

Music videos, as a prevalent form of multimedia entertainment, deliver engaging audio-visual experiences to audiences and have gained immense popularity among singers and fans. Creators can express their interpretations of music naturally…

人机交互 · 计算机科学 2025-04-25 Chuer Chen , Shengqi Dang , Yuqi Liu , Nanxuan Zhao , Yang Shi , Nan Cao

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…

声音 · 计算机科学 2022-06-10 Yoonjeon Kim , Joel Jang , Sumin Shin

Generating music that aligns with the visual content of a video has been a challenging task, as it requires a deep understanding of visual semantics and involves generating music whose melody, rhythm, and dynamics harmonize with the visual…

声音 · 计算机科学 2024-10-18 Ruiqi Li , Siqi Zheng , Xize Cheng , Ziang Zhang , Shengpeng Ji , Zhou Zhao

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…

Music-to-Video (M2V) generation for full-length songs faces significant challenges. Existing methods produce short, disjointed clips, failing to align visuals with musical structure, beats, or lyrics, and lack temporal consistency. We…

Vision-to-music Generation, including video-to-music and image-to-music tasks, is a significant branch of multimodal artificial intelligence demonstrating vast application prospects in fields such as film scoring, short video creation, and…

计算机视觉与模式识别 · 计算机科学 2025-08-06 Zhaokai Wang , Chenxi Bao , Le Zhuo , Jingrui Han , Yang Yue , Yihong Tang , Victor Shea-Jay Huang , Yue Liao

Video composition aims to generate a composite video by combining the foreground of one video with the background of another video, but the inserted foreground may be incompatible with the background in terms of color and illumination.…

计算机视觉与模式识别 · 计算机科学 2021-09-21 Xinyuan Lu , Shengyuan Huang , Li Niu , Wenyan Cong , Liqing Zhang

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

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…

声音 · 计算机科学 2024-12-10 Sifei Li , Binxin Yang , Chunji Yin , Chong Sun , Yuxin Zhang , Weiming Dong , Chen 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

Numerous studies in the field of music generation have demonstrated impressive performance, yet virtually no models are able to directly generate music to match accompanying videos. In this work, we develop a generative music AI framework,…

声音 · 计算机科学 2024-06-03 Jaeyong Kang , Soujanya Poria , Dorien Herremans

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…

计算机视觉与模式识别 · 计算机科学 2023-08-07 Le Zhuo , Zhaokai Wang , Baisen Wang , Yue Liao , Chenxi Bao , Stanley Peng , Songhao Han , Aixi Zhang , Fei Fang , Si Liu

Generating music that temporally aligns with video events is challenging for existing text-to-music models, which lack fine-grained temporal control. We introduce V2M-ZERO, a video-to-music generation approach that generates time-aligned…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Yan-Bo Lin , Jonah Casebeer , Long Mai , Aniruddha Mahapatra , Gedas Bertasius , Nicholas J. Bryan

Video-to-Music generation seeks to generate musically appropriate background music that enhances audiovisual immersion for videos. However, current approaches suffer from two critical limitations: 1) incomplete representation of video…

Many social media users prefer consuming content in the form of videos rather than text. However, in order for content creators to produce videos with a high click-through rate, much editing is needed to match the footage to the music. This…

机器学习 · 计算机科学 2022-01-03 Chin-Tung Lin , Mu Yang

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

Generating videos for visual storytelling can be a tedious and complex process that typically requires either live-action filming or graphics animation rendering. To bypass these challenges, our key idea is to utilize the abundance of…

计算机视觉与模式识别 · 计算机科学 2023-07-14 Yingqing He , Menghan Xia , Haoxin Chen , Xiaodong Cun , Yuan Gong , Jinbo Xing , Yong Zhang , Xintao Wang , Chao Weng , Ying Shan , Qifeng Chen

Musicians and fans often produce lyric videos, a form of music videos that showcase the song's lyrics, for their favorite songs. However, making such videos can be challenging and time-consuming as the lyrics need to be added in synchrony…

人机交互 · 计算机科学 2023-08-30 Jiaju Ma , Anyi Rao , Li-Yi Wei , Rubaiat Habib Kazi , Hijung Valentina Shin , Maneesh Agrawala

We introduce a film score generation framework to harmonize visual pixels and music melodies utilizing a latent diffusion model. Our framework processes film clips as input and generates music that aligns with a general theme while offering…

多媒体 · 计算机科学 2024-11-13 F. Qi , L. Ni , C. Xu
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