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相关论文: ViSAGe: Video-to-Spatial Audio Generation

200 篇论文

Human auditory perception is shaped by moving sound sources in 3D space, yet prior work in generative sound modelling has largely been restricted to mono signals or static spatial audio. In this work, we introduce a framework for generating…

声音 · 计算机科学 2025-09-29 Yunyi Liu , Shaofan Yang , Kai Li , Xu Li

As a combination of visual and audio signals, video is inherently multi-modal. However, existing video generation methods are primarily intended for the synthesis of visual frames, whereas audio signals in realistic videos are disregarded.…

计算机视觉与模式识别 · 计算机科学 2023-06-16 Jiawei Liu , Weining Wang , Sihan Chen , Xinxin Zhu , Jing Liu

We consider the task of generating diverse and realistic videos guided by natural audio samples from a wide variety of semantic classes. For this task, the videos are required to be aligned both globally and temporally with the input audio:…

机器学习 · 计算机科学 2023-09-29 Guy Yariv , Itai Gat , Sagie Benaim , Lior Wolf , Idan Schwartz , Yossi Adi

Enabling virtual humans to dynamically and realistically respond to diverse auditory stimuli remains a key challenge in character animation, demanding the integration of perceptual modeling and motion synthesis. Despite its significance,…

图形学 · 计算机科学 2025-11-04 Shuyang Xu , Zhiyang Dou , Mingyi Shi , Liang Pan , Leo Ho , Jingbo Wang , Yuan Liu , Cheng Lin , Yuexin Ma , Wenping Wang , Taku Komura

Humans rely on multisensory integration to perceive spatial environments, where auditory cues enable sound source localization in three-dimensional space. Despite the critical role of spatial audio in immersive technologies such as VR/AR,…

Video and audio content creation serves as the core technique for the movie industry and professional users. Recently, existing diffusion-based methods tackle video and audio generation separately, which hinders the technique transfer from…

计算机视觉与模式识别 · 计算机科学 2024-02-29 Yazhou Xing , Yingqing He , Zeyue Tian , Xintao Wang , Qifeng Chen

We introduce MMAudioSep, a generative model for video/text-queried sound separation that is founded on a pretrained video-to-audio model. By leveraging knowledge about the relationship between video/text and audio learned through a…

声音 · 计算机科学 2026-04-20 Akira Takahashi , Shusuke Takahashi , Yuki Mitsufuji

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…

声音 · 计算机科学 2024-04-30 Hugo Garrido-Lestache Belinchon , Helina Mulugeta , Adam Haile

Video-to-audio (V2A) generation aims to produce corresponding audio given silent video inputs. This task is particularly challenging due to the cross-modality and sequential nature of the audio-visual features involved. Recent works have…

声音 · 计算机科学 2024-09-17 Mingjing Yi , Ming Li

Self-supervised audio-visual learning aims to capture useful representations of video by leveraging correspondences between visual and audio inputs. Existing approaches have focused primarily on matching semantic information between the…

计算机视觉与模式识别 · 计算机科学 2020-06-15 Karren Yang , Bryan Russell , Justin Salamon

Our goal is to collect a large-scale audio-visual dataset with low label noise from videos in the wild using computer vision techniques. The resulting dataset can be used for training and evaluating audio recognition models. We make three…

计算机视觉与模式识别 · 计算机科学 2020-09-28 Honglie Chen , Weidi Xie , Andrea Vedaldi , Andrew Zisserman

With the rapid development of spatial audio technologies today, applications in AR, VR, and other scenarios have garnered extensive attention. Unlike traditional mono sound, spatial audio offers a more realistic and immersive auditory…

音频与语音处理 · 电气工程与系统科学 2025-08-21 Zhiyuan Zhu , Yu Zhang , Wenxiang Guo , Changhao Pan , Zhou Zhao

This study focuses on a challenging yet promising task, Text-to-Sounding-Video (T2SV) generation, which aims to generate a video with synchronized audio from text conditions, meanwhile ensuring both modalities are aligned with text. Despite…

计算机视觉与模式识别 · 计算机科学 2025-10-06 Kaisi Guan , Xihua Wang , Zhengfeng Lai , Xin Cheng , Peng Zhang , XiaoJiang Liu , Ruihua Song , Meng Cao

Audiovisual instance segmentation (AVIS) requires accurately localizing and tracking sounding objects throughout video sequences. Existing methods suffer from visual bias stemming from two fundamental issues: uniform additive fusion…

音频与语音处理 · 电气工程与系统科学 2026-01-30 Jinbae Seo , Hyeongjun Kwon , Kwonyoung Kim , Jiyoung Lee , Kwanghoon Sohn

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…

声音 · 计算机科学 2026-02-06 Serkan Sulun , Paula Viana , Matthew E. P. Davies

Deep generative models have demonstrated the ability to create realistic audiovisual content, sometimes driven by domains of different nature. However, smooth temporal dynamics in video generation is a challenging problem. This work focuses…

声音 · 计算机科学 2024-06-25 Rafael Redondo

Motion, speech, and sound effects are fundamental elements of human-centric videos, yet their heterogeneous temporal characteristics make joint generation highly challenging. Existing audio-video generation models often fail to maintain…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Shihao Cheng , Jiaxu Zhang , Quanyue Song , Shansong Liu , Zhizhi Guo , Xiaolei Zhang , Chi Zhang , Xuelong Li , Zhigang Tu

Generating sound effects for product-level videos, where only a small amount of labeled data is available for diverse scenes, requires the production of high-quality sounds in few-shot settings. To tackle the challenge of limited labeled…

Spatial audio offers more immersive video consumption experiences to viewers; however, creating and editing spatial audio often expensive and requires specialized equipment and skills, posing a high barrier for amateur video creators. We…

人机交互 · 计算机科学 2024-04-24 Zheng Ning , Zheng Zhang , Jerrick Ban , Kaiwen Jiang , Ruohong Gan , Yapeng Tian , Toby Jia-Jun Li

Video encompasses both visual and auditory data, creating a perceptually rich experience where these two modalities complement each other. As such, videos are a valuable type of media for the investigation of the interplay between audio and…

多媒体 · 计算机科学 2024-10-01 Kun Su , Xiulong Liu , Eli Shlizerman