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The goal of Automatic Voice Over (AVO) is to generate speech in sync with a silent video given its text script. Recent AVO frameworks built upon text-to-speech synthesis (TTS) have shown impressive results. However, the current AVO learning…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-30 Junchen Lu , Berrak Sisman , Mingyang Zhang , Haizhou Li

Text-to-video (T2V) generation technology holds potential to transform multiple domains such as education, marketing, entertainment, and assistive technologies for individuals with visual or reading comprehension challenges, by creating…

Graphics · Computer Science 2025-10-07 Nilay Kumar , Priyansh Bhandari , G. Maragatham

We describe a system for large-scale audiovisual translation and dubbing, which translates videos from one language to another. The source language's speech content is transcribed to text, translated, and automatically synthesized into…

Computer Vision and Pattern Recognition · Computer Science 2020-11-09 Yi Yang , Brendan Shillingford , Yannis Assael , Miaosen Wang , Wendi Liu , Yutian Chen , Yu Zhang , Eren Sezener , Luis C. Cobo , Misha Denil , Yusuf Aytar , Nando de Freitas

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…

Multimedia · Computer Science 2019-05-30 Sarah Gross , Xingxing Wei , Jun Zhu

Stereophonic audio is an indispensable ingredient to enhance human auditory experience. Recent research has explored the usage of visual information as guidance to generate binaural or ambisonic audio from mono ones with stereo supervision.…

Computer Vision and Pattern Recognition · Computer Science 2020-07-21 Hang Zhou , Xudong Xu , Dahua Lin , Xiaogang Wang , Ziwei Liu

This paper introduces JavisDiT, a novel Joint Audio-Video Diffusion Transformer designed for synchronized audio-video generation (JAVG). Based on the powerful Diffusion Transformer (DiT) architecture, JavisDiT simultaneously generates…

Computer Vision and Pattern Recognition · Computer Science 2026-02-24 Kai Liu , Wei Li , Lai Chen , Shengqiong Wu , Yanhao Zheng , Jiayi Ji , Fan Zhou , Jiebo Luo , Ziwei Liu , Hao Fei , Tat-Seng Chua

In this paper, we formulate a novel task to synthesize speech in sync with a silent pre-recorded video, denoted as automatic voice over (AVO). Unlike traditional speech synthesis, AVO seeks to generate not only human-sounding speech, but…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-03 Junchen Lu , Berrak Sisman , Rui Liu , Mingyang Zhang , Haizhou Li

In recent years, Text-to-Audio Generation has achieved remarkable progress, offering sound creators powerful tools to transform textual inspirations into vivid audio. However, existing models predominantly operate directly in the acoustic…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-30 Zheqi Dai , Guangyan Zhang , Haolin He , Xiquan Li , Jingyu Li , Chunyat Wu , Yiwen Guo , Qiuqiang Kong

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

We focus on the task of generating sound from natural videos, and the sound should be both temporally and content-wise aligned with visual signals. This task is extremely challenging because some sounds generated \emph{outside} a camera can…

Computer Vision and Pattern Recognition · Computer Science 2023-07-19 Peihao Chen , Yang Zhang , Mingkui Tan , Hongdong Xiao , Deng Huang , Chuang Gan

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…

Sound · Computer Science 2023-12-06 Mark Levy , Bruno Di Giorgi , Floris Weers , Angelos Katharopoulos , Tom Nickson

Generating controllable videos conforming to user intentions is an appealing yet challenging topic in computer vision. To enable maneuverable control in line with user intentions, a novel video generation task, named Text-Image-to-Video…

Computer Vision and Pattern Recognition · Computer Science 2022-04-01 Yaosi Hu , Chong Luo , Zhenzhong Chen

Spatial audio is essential for enhancing the immersiveness of audio-visual experiences, yet its production typically demands complex recording systems and specialized expertise. In this work, we address a novel problem of generating…

Sound · Computer Science 2025-06-17 Jaeyeon Kim , Heeseung Yun , Gunhee Kim

Diffusion-based video generation can create realistic videos, yet existing image- and text-based conditioning fails to offer precise motion control. Prior methods for motion-conditioned synthesis typically require model-specific…

Computer Vision and Pattern Recognition · Computer Science 2025-11-13 Assaf Singer , Noam Rotstein , Amir Mann , Ron Kimmel , Or Litany

Current motion-conditioned video generation methods suffer from prohibitive latency (minutes per video) and non-causal processing that prevents real-time interaction. We present MotionStream, enabling sub-second latency with up to 29 FPS…

Computer Vision and Pattern Recognition · Computer Science 2026-03-06 Joonghyuk Shin , Zhengqi Li , Richard Zhang , Jun-Yan Zhu , Jaesik Park , Eli Shechtman , Xun Huang

Conventional music visualisation systems rely on handcrafted ad hoc transformations of shapes and colours that offer only limited expressiveness. We propose two novel pipelines for automatically generating music videos from any…

In this paper, we present StyleLipSync, a style-based personalized lip-sync video generative model that can generate identity-agnostic lip-synchronizing video from arbitrary audio. To generate a video of arbitrary identities, we leverage…

Computer Vision and Pattern Recognition · Computer Science 2024-02-13 Taekyung Ki , Dongchan Min

Motion controllability is crucial in video synthesis. However, most previous methods are limited to single control types, and combining them often results in logical conflicts. In this paper, we propose a disentangled and unified framework,…

Computer Vision and Pattern Recognition · Computer Science 2025-07-31 Wanquan Feng , Tianhao Qi , Jiawei Liu , Mingzhen Sun , Pengqi Tu , Tianxiang Ma , Fei Dai , Songtao Zhao , Siyu Zhou , Qian He

Research on video generation has recently made tremendous progress, enabling high-quality videos to be generated from text prompts or images. Adding control to the video generation process is an important goal moving forward and recent…

Computer Vision and Pattern Recognition · Computer Science 2024-05-28 Zhengfei Kuang , Shengqu Cai , Hao He , Yinghao Xu , Hongsheng Li , Leonidas Guibas , Gordon Wetzstein

Recent advances in generative video models have enabled the creation of high-quality videos based on natural language prompts. However, these models frequently lack fine-grained temporal control, meaning they do not allow users to specify…

Computer Vision and Pattern Recognition · Computer Science 2026-04-02 Shira Schiber , Ofir Lindenbaum , Idan Schwartz
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