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相关论文: VidMuse: A Simple Video-to-Music Generation Framew…

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We demonstrate how conditional generation from diffusion models can be used to tackle a variety of realistic tasks in the production of music in 44.1kHz stereo audio with sampling-time guidance. The scenarios we consider include…

声音 · 计算机科学 2023-12-06 Mark Levy , Bruno Di Giorgi , Floris Weers , Angelos Katharopoulos , Tom Nickson

Recent years have seen the rapid development of large generative models for text; however, much less research has explored the connection between text and another "language" of communication -- music. Music, much like text, can convey…

计算与语言 · 计算机科学 2023-10-25 Flavio Schneider , Ojasv Kamal , Zhijing Jin , Bernhard Schölkopf

We tackle the long video generation problem, i.e.~generating videos beyond the output length of video generation models. Due to the computation resource constraints, video generation models can only generate video clips that are relatively…

计算机视觉与模式识别 · 计算机科学 2023-04-18 Hsin-Ping Huang , Yu-Chuan Su , Ming-Hsuan Yang

In recent years, text-to-audio systems have achieved remarkable success, enabling the generation of complete audio segments directly from text descriptions. While these systems also facilitate music creation, the element of human creativity…

声音 · 计算机科学 2025-04-15 Weixuan Yuan , Qadeer Khan , Vladimir Golkov

Currently, various studies have been exploring generation of long videos. However, the generated frames in these videos often exhibit jitter and noise. Therefore, in order to generate the videos without these noise, we propose a novel…

计算机视觉与模式识别 · 计算机科学 2024-03-12 Chaoyi Wang , Yaozhe Song , Yafeng Zhang , Jun Pei , Lijie Xia , Jianpo Liu

We present SONIQUE, a model for generating background music tailored to video content. Unlike traditional video-to-music generation approaches, which rely heavily on paired audio-visual datasets, SONIQUE leverages unpaired data, combining…

声音 · 计算机科学 2025-02-27 Liqian Zhang , Magdalena Fuentes

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

Automatic music generation systems have gained in popularity and sophistication as advances in cloud computing have enabled large-scale complex computations such as deep models and optimization algorithms on personal devices. Yet, they…

声音 · 计算机科学 2018-12-13 Dorien Herremans , Elaine Chew

While recent video-to-audio (V2A) models can generate realistic background audio from visual input, they largely overlook speech, an essential part of many video soundtracks. This paper proposes a new task, video-to-soundtrack (V2ST)…

多媒体 · 计算机科学 2025-07-15 Wenjie Tian , Xinfa Zhu , Haohe Liu , Zhixian Zhao , Zihao Chen , Chaofan Ding , Xinhan Di , Junjie Zheng , Lei Xie

Generative video-to-audio (V2A) models produce highly plausible soundtracks, but it remains unclear whether they capture the underlying physical processes. Existing evaluations emphasize perceptual realism and overlook physical correctness…

计算机视觉与模式识别 · 计算机科学 2026-05-29 Tingle Li , Siddharth Gururani , Kevin J. Shih , Gantavya Bhatt , Sang-gil Lee , Zhifeng Kong , Arushi Goel , Gopala Anumanchipalli , Ming-Yu Liu

Visual sound source separation aims at identifying sound components from a given sound mixture with the presence of visual cues. Prior works have demonstrated impressive results, but with the expense of large multi-stage architectures and…

计算机视觉与模式识别 · 计算机科学 2021-04-19 Lingyu Zhu , Esa Rahtu

Adding proper background music helps complete a short video to be shared. Previous work tackles the task by video-to-music retrieval (V2MR), aiming to find the most suitable music track from a collection to match the content of a given…

多媒体 · 计算机科学 2025-07-22 Zijie Xin , Minquan Wang , Jingyu Liu , Ye Ma , Quan Chen , Peng Jiang , Xirong Li

In music-driven dance motion generation, most existing methods use hand-crafted features and neglect that music foundation models have profoundly impacted cross-modal content generation. To bridge this gap, we propose a diffusion-based…

声音 · 计算机科学 2025-02-28 Xinran Liu , Zhenhua Feng , Diptesh Kanojia , Wenwu Wang

Rapid advancements in artificial intelligence have significantly enhanced generative tasks involving music and images, employing both unimodal and multimodal approaches. This research develops a model capable of generating music that…

声音 · 计算机科学 2024-09-13 Tanisha Hisariya , Huan Zhang , Jinhua Liang

Gesture-driven music generation is an emerging human-computer interaction paradigm for touch-free and expressive musical interaction. However, many existing approaches treat the task as isolated gesture classification or map gestures to…

多媒体 · 计算机科学 2026-04-29 Rathinaraja Jeyaraj , Barathi Subramanian , Kapilya Gangadharan , Anand Paul

Audio and sound generation has garnered significant attention in recent years, with a primary focus on improving the quality of generated audios. However, there has been limited research on enhancing the diversity of generated audio,…

声音 · 计算机科学 2024-03-05 Zeyu Xie , Baihan Li , Xuenan Xu , Mengyue Wu , Kai Yu

Dance-driven music generation aims to generate musical pieces conditioned on dance videos. Previous works focus on monophonic or raw audio generation, while the multi-instruments scenario is under-explored. The challenges associated with…

多媒体 · 计算机科学 2024-02-28 Bo Han , Yuheng Li , Yixuan Shen , Yi Ren , Feilin Han

Symbolic music generation aims to create musical notes, which can help users compose music, such as generating target instrument tracks based on provided source tracks. In practical scenarios where there's a predefined ensemble of tracks…

声音 · 计算机科学 2023-10-02 Ang Lv , Xu Tan , Peiling Lu , Wei Ye , Shikun Zhang , Jiang Bian , Rui Yan

We introduce SeeingSounds, a lightweight and modular framework for audio-to-image generation that leverages the interplay between audio, language, and vision-without requiring any paired audio-visual data or training on visual generative…

As two of the five traditional human senses (sight, hearing, taste, smell, and touch), vision and sound are basic sources through which humans understand the world. Often correlated during natural events, these two modalities combine to…

计算机视觉与模式识别 · 计算机科学 2018-06-04 Yipin Zhou , Zhaowen Wang , Chen Fang , Trung Bui , Tamara L. Berg