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In this research, we present an interface based on Variational Autoencoders trained with a wide range of natural sounds for the innovative creation of Foley effects. The model can transfer new sound features to prerecorded audio or…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-25 Mateo Cámara , José Luis Blanco

We present MOFA-Video, an advanced controllable image animation method that generates video from the given image using various additional controllable signals (such as human landmarks reference, manual trajectories, and another even…

Computer Vision and Pattern Recognition · Computer Science 2024-07-12 Muyao Niu , Xiaodong Cun , Xintao Wang , Yong Zhang , Ying Shan , Yinqiang Zheng

Video-to-Audio (V2A) Generation achieves significant progress and plays a crucial role in film and video post-production. However, current methods overlook the cinematic language, a critical component of artistic expression in filmmaking.…

Computer Vision and Pattern Recognition · Computer Science 2025-07-04 Feizhen Huang , Yu Wu , Yutian Lin , Bo Du

Foley sound generation aims to synthesise the background sound for multimedia content. Previous models usually employ a large development set with labels as input (e.g., single numbers or one-hot vector). In this work, we propose a…

Sound · Computer Science 2023-09-19 Yi Yuan , Haohe Liu , Xubo Liu , Xiyuan Kang , Peipei Wu , Mark D. Plumbley , Wenwu Wang

Foley art plays a pivotal role in enhancing immersive auditory experiences in film, yet manual creation of spatio-temporally aligned audio remains labor-intensive. We propose FoleyDesigner, a novel framework inspired by professional Foley…

Computer Vision and Pattern Recognition · Computer Science 2026-04-08 Mengtian Li , Kunyan Dai , Yi Ding , Ruobing Ni , Ying Zhang , Wenwu Wang , Zhifeng Xie

We investigate Counterfactual Video Foley Generation, which aims to adopt a sound-source identity that contradicts the visual evidence while remaining temporally synchronized to a silent video. Existing Video&Text-to-Audio (VT2A) models…

Multimedia · Computer Science 2026-05-26 Gyubin Lee , Junwon Lee , Juhan Nam

Recent advancements in audio generation have been spurred by the evolution of large-scale deep learning models and expansive datasets. However, the task of video-to-audio (V2A) generation continues to be a challenge, principally because of…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-20 Xinhao Mei , Varun Nagaraja , Gael Le Lan , Zhaoheng Ni , Ernie Chang , Yangyang Shi , Vikas Chandra

Foley sound synthesis refers to the creation of authentic, diegetic sound effects for media, such as film or radio. In this study, we construct a neural Foley synthesizer capable of generating mono-audio clips across seven predefined…

Sound · Computer Science 2023-09-12 Ashwin Pillay , Sage Betko , Ari Liloia , Hao Chen , Ankit Shah

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

Forced alignment refers to a technology that time-aligns a given transcription with a corresponding speech. However, as the forced alignment technologies have developed using speech audio, they might fail in alignment when the input speech…

Computer Vision and Pattern Recognition · Computer Science 2023-03-16 Minsu Kim , Chae Won Kim , Yong Man Ro

The addition of Foley sound effects during post-production is a common technique used to enhance the perceived acoustic properties of multimedia content. Traditionally, Foley sound has been produced by human Foley artists, which involves…

Current audio generation conditioned by text or video focuses on aligning audio with text/video modalities. Despite excellent alignment results, these multimodal frameworks still cannot be directly applied to compelling movie storytelling…

Sound · Computer Science 2025-06-03 Zixuan Wang , Chi-Keung Tang , Yu-Wing Tai

Sound effects build an essential layer of multimodal storytelling, shaping the emotional atmosphere and the narrative semantics of videos. Despite recent advancement in video-text-to-audio (VT2A), the current formulation faces three key…

Computer Vision and Pattern Recognition · Computer Science 2026-01-01 Bingxuan Li , Yiming Cui , Yicheng He , Yiwei Wang , Shu Zhang , Longyin Wen , Yulei Niu

Sound design involves creatively selecting, recording, and editing sound effects for various media like cinema, video games, and virtual/augmented reality. One of the most time-consuming steps when designing sound is synchronizing audio…

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

Visual and auditory perception are two crucial ways humans experience the world. Text-to-video generation has made remarkable progress over the past year, but the absence of harmonious audio in generated video limits its broader…

Sound · Computer Science 2025-03-25 Yong Ren , Chenxing Li , Manjie Xu , Wei Liang , Yu Gu , Rilin Chen , Dong Yu

Deep learning based visual to sound generation systems essentially need to be developed particularly considering the synchronicity aspects of visual and audio features with time. In this research we introduce a novel task of guiding a class…

Machine Learning · Computer Science 2021-07-21 Sanchita Ghose , John J. Prevost

Video-to-audio (V2A) generation utilizes visual-only video features to produce realistic sounds that correspond to the scene. However, current V2A models often lack fine-grained control over the generated audio, especially in terms of…

Computer Vision and Pattern Recognition · Computer Science 2024-12-31 Bingliang Li , Fengyu Yang , Yuxin Mao , Qingwen Ye , Hongkai Chen , Yiran Zhong

We propose Kling-Foley, a large-scale multimodal Video-to-Audio generation model that synthesizes high-quality audio synchronized with video content. In Kling-Foley, we introduce multimodal diffusion transformers to model the interactions…

Foley synthesis aims to synthesize high-quality audio that is both semantically and temporally aligned with video frames. Given its broad application in creative industries, the task has gained increasing attention in the research…

Sound · Computer Science 2025-07-21 Zhi Zhong , Akira Takahashi , Shuyang Cui , Keisuke Toyama , Shusuke Takahashi , Yuki Mitsufuji