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This work introduces a new task, text-conditioned selective video-to-audio (V2A) generation, which produces only the user-intended sound from a multi-object video. This capability is especially crucial in multimedia production, where audio…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 Junwon Lee , Juhan Nam , Jiyoung Lee

Recent advances in Video-to-Audio (V2A) generation have achieved impressive perceptual quality and temporal synchronization, yet most models remain appearance-driven, capturing visual-acoustic correlations without considering the physical…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Oh Hyun-Bin , Yuhta Takida , Toshimitsu Uesaka , Tae-Hyun Oh , Yuki Mitsufuji

Video-to-music generation demands both a temporally localized high-quality listening experience and globally aligned video-acoustic signatures. While recent music generation models excel at the former through advanced audio codecs, the…

The generation of realistic, context-aware audio is important in real-world applications such as video game development. While existing video-to-audio (V2A) methods mainly focus on Foley sound generation, they struggle to produce…

Training a unified model integrating video-to-audio (V2A), text-to-audio (T2A), and joint video-text-to-audio (VT2A) generation offers significant application flexibility, yet faces two unexplored foundational challenges: (1) the scarcity…

Sound · Computer Science 2026-04-30 Yusheng Dai , Zehua Chen , Yuxuan Jiang , Baolong Gao , Qiuhong Ke , Jianfei Cai , Jun Zhu

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)…

Multimedia · Computer Science 2025-07-15 Wenjie Tian , Xinfa Zhu , Haohe Liu , Zhixian Zhao , Zihao Chen , Chaofan Ding , Xinhan Di , Junjie Zheng , Lei Xie

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…

Sound · Computer Science 2024-04-30 Hugo Garrido-Lestache Belinchon , Helina Mulugeta , Adam Haile

Currently, high-quality, synchronized audio is synthesized using various multi-modal joint learning frameworks, leveraging video and optional text inputs. In the video-to-audio benchmarks, video-to-audio quality, semantic alignment, and…

Computer Vision and Pattern Recognition · Computer Science 2025-03-31 Haomin Zhang , Chang Liu , Junjie Zheng , Zihao Chen , Chaofan Ding , Xinhan Di

We introduce the visual acoustic matching task, in which an audio clip is transformed to sound like it was recorded in a target environment. Given an image of the target environment and a waveform for the source audio, the goal is to…

Computer Vision and Pattern Recognition · Computer Science 2022-06-15 Changan Chen , Ruohan Gao , Paul Calamia , Kristen Grauman

This paper presents a baseline approach and an experimental protocol for a specific content verification problem: detecting discrepancies between the audio and video modalities in multimedia content. We first design and optimize an…

Computer Vision and Pattern Recognition · Computer Science 2024-05-02 Konstantinos Apostolidis , Jakob Abesser , Luca Cuccovillo , Vasileios Mezaris

Despite significant advancements in neural text-to-audio generation, challenges persist in controllability and evaluation. This paper addresses these issues through the Sound Scene Synthesis challenge held as part of the Detection and…

Audio synthesis has broad applications in multimedia. Recent advancements have made it possible to generate relevant audios from inputs describing an audio scene, such as images or texts. However, the immersiveness and expressiveness of the…

Multimedia · Computer Science 2025-08-13 Wei Guo , Heng Wang , Jianbo Ma , Weidong Cai

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:…

Machine Learning · Computer Science 2023-09-29 Guy Yariv , Itai Gat , Sagie Benaim , Lior Wolf , Idan Schwartz , Yossi Adi

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…

Computer Vision and Pattern Recognition · Computer Science 2026-05-29 Tingle Li , Siddharth Gururani , Kevin J. Shih , Gantavya Bhatt , Sang-gil Lee , Zhifeng Kong , Arushi Goel , Gopala Anumanchipalli , Ming-Yu Liu

Video-to-audio (V2A) generation shows great potential in fields such as film production. Despite significant advances, current V2A methods relying on global video information struggle with complex scenes and generating audio tailored to…

Computer Vision and Pattern Recognition · Computer Science 2025-07-15 Yingshan Liang , Keyu Fan , Zhicheng Du , Yiran Wang , Qingyang Shi , Xinyu Zhang , Jiasheng Lu , Peiwu Qin

In multimedia applications such as films and video games, spatial audio techniques are widely employed to enhance user experiences by simulating 3D sound: transforming mono audio into binaural formats. However, this process is often complex…

Multimedia · Computer Science 2025-02-14 Xiaojing Liu , Ogulcan Gurelli , Yan Wang , Joshua Reiss

Text-to-audio (T2A) generation has achieved remarkable progress in generating a variety of audio outputs from language prompts. However, current state-of-the-art T2A models still struggle to satisfy human preferences for prompt-following…

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…

Multimedia · Computer Science 2024-04-29 Gehui Chen , Guan'an Wang , Xiaowen Huang , Jitao Sang

The Video-to-Audio (V2A) model has recently gained attention for its practical application in generating audio directly from silent videos, particularly in video/film production. However, previous methods in V2A have limited generation…

Sound · Computer Science 2023-07-03 Simian Luo , Chuanhao Yan , Chenxu Hu , Hang Zhao

The content of visual and audio scenes is multi-faceted such that a video can be paired with various audio and vice-versa. Thereby, in video-to-audio generation task, it is imperative to introduce steering approaches for controlling the…

Computer Vision and Pattern Recognition · Computer Science 2025-04-08 Xiulong Liu , Kun Su , Eli Shlizerman