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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

Visual piano transcription (VPT) is the task of obtaining a symbolic representation of a piano performance from visual information alone (e.g., from a top-down video of the piano keyboard). In this work we propose a VPT system based on the…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Uros Zivanovic , Ivan Pilkov , Carlos Eduardo Cancino-Chacón

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

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

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

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

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

A great number of deep learning based models have been recently proposed for automatic music composition. Among these models, the Transformer stands out as a prominent approach for generating expressive classical piano performance with a…

声音 · 计算机科学 2020-08-11 Yu-Siang Huang , Yi-Hsuan Yang

A fitting soundtrack can help a video better convey its content and provide a better immersive experience. This paper introduces a novel approach utilizing self-supervised learning and contrastive learning to automatically recommend audio…

多媒体 · 计算机科学 2025-03-10 Shimiao Liu , Alexander Lerch

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

We propose a content-based system for matching video and background music. The system aims to address the challenges in music recommendation for new users or new music give short-form videos. To this end, we propose a cross-modal framework…

计算机视觉与模式识别 · 计算机科学 2023-03-23 Yi-Shan Lee , Wei-Cheng Tseng , Fu-En Wang , Min Sun

We introduce VideoComp, a benchmark and learning framework for advancing video-text compositionality understanding, aimed at improving vision-language models (VLMs) in fine-grained temporal alignment. Unlike existing benchmarks focused on…

计算机视觉与模式识别 · 计算机科学 2025-04-11 Dahun Kim , AJ Piergiovanni , Ganesh Mallya , Anelia Angelova

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

Automatic music transcription (AMT) is the problem of analyzing an audio recording of a musical piece and detecting notes that are being played. AMT is a challenging problem, particularly when it comes to polyphonic music. The goal of AMT…

声音 · 计算机科学 2025-05-08 Yohannis Telila , Tommaso Cucinotta , Davide Bacciu

Motivated by the state-of-art psychological research, we note that a piano performance transcribed with existing Automatic Music Transcription (AMT) methods cannot be successfully resynthesized without affecting the artistic content of the…

声音 · 计算机科学 2026-01-21 Federico Simonetta , Stavros Ntalampiras , Federico Avanzini

A Music Video (MV) is a video aiming at visually illustrating or extending the meaning of its background music. This paper proposes a novel method to automatically generate, from an input music track, a music video made of segments of…

多媒体 · 计算机科学 2019-05-30 Sarah Gross , Xingxing Wei , Jun Zhu

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

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…

We introduce V-Trans4Style, an innovative algorithm tailored for dynamic video content editing needs. It is designed to adapt videos to different production styles like documentaries, dramas, feature films, or a specific YouTube channel's…

计算机视觉与模式识别 · 计算机科学 2025-01-15 Pooja Guhan , Tsung-Wei Huang , Guan-Ming Su , Subhadra Gopalakrishnan , Dinesh Manocha

While diffusion model for audio-driven avatar video generation have achieved notable process in synthesizing long sequences with natural audio-visual synchronization and identity consistency, the generation of music-performance videos with…

计算机视觉与模式识别 · 计算机科学 2025-12-03 Jiahui Chen , Weida Wang , Runhua Shi , Huan Yang , Chaofan Ding , Zihao Chen
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