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相关论文: Native Audio-Visual Alignment for Generation

200 篇论文

Video and audio are closely correlated modalities that humans naturally perceive together. While recent advancements have enabled the generation of audio or video from text, producing both modalities simultaneously still typically relies on…

Existing mainstream video customization methods focus on generating identity-consistent videos based on given reference images and textual prompts. Benefiting from the rapid advancement of joint audio-video generation, this paper proposes a…

声音 · 计算机科学 2026-05-29 Maomao Li , Zhen Li , Kaipeng Zhang , Guosheng Yin , Zhifeng Li , Dong Xu

Video-conditioned audio generation, including Video-to-Sound (V2S) and Visual Text-to-Speech (VisualTTS), has traditionally been treated as distinct tasks, leaving the potential for a unified generative framework largely underexplored. In…

音频与语音处理 · 电气工程与系统科学 2026-03-23 Xin Cheng , Yuyue Wang , Xihua Wang , Yihan Wu , Kaisi Guan , Yijing Chen , Peng Zhang , Xiaojiang Liu , Meng Cao , Ruihua Song

Audio-Visual Speech Recognition (AVSR) seeks to model, and thereby exploit, the dynamic relationship between a human voice and the corresponding mouth movements. A recently proposed multimodal fusion strategy, AV Align, based on…

音频与语音处理 · 电气工程与系统科学 2020-04-20 George Sterpu , Christian Saam , Naomi Harte

Recent advances in diffusion models have showcased promising results in the text-to-video (T2V) synthesis task. However, as these T2V models solely employ text as the guidance, they tend to struggle in modeling detailed temporal dynamics.…

计算机视觉与模式识别 · 计算机科学 2023-05-24 Seungwoo Lee , Chaerin Kong , Donghyeon Jeon , Nojun Kwak

Audio-video joint generation has progressed rapidly, yet substantial challenges still remain. Non-commercial approaches still suffer audio-visual asynchrony, poor lip-speech alignment, and unimodal degradation, which can be stemmed from…

计算机视觉与模式识别 · 计算机科学 2026-01-14 Jun Wang , Chunyu Qiang , Yuxin Guo , Yiran Wang , Xijuan Zeng , Feng Deng

With the development of media and networking technologies, multimedia applications ranging from feature presentation in a cinema setting to video on demand to interactive video conferencing are in great demand. Good synchronization between…

计算机视觉与模式识别 · 计算机科学 2018-12-17 Naji Khosravan , Shervin Ardeshir , Rohit Puri

As artificial intelligence-generated content (AIGC) continues to evolve, video-to-audio (V2A) generation has emerged as a key area with promising applications in multimedia editing, augmented reality, and automated content creation. While…

计算机视觉与模式识别 · 计算机科学 2025-03-17 Yuhuan You , Xihong Wu , Tianshu Qu

Audio-video generation has often relied on complex multi-stage architectures or sequential synthesis of sound and visuals. We introduce Ovi, a unified paradigm for audio-video generation that models the two modalities as a single generative…

多媒体 · 计算机科学 2025-10-03 Chetwin Low , Weimin Wang , Calder Katyal

Music profoundly enhances video production by improving quality, engagement, and emotional resonance, sparking growing interest in video-to-music generation. Despite recent advances, existing approaches remain limited in specific scenarios…

多媒体 · 计算机科学 2025-04-11 Xiaohao Liu , Teng Tu , Yunshan Ma , Tat-Seng Chua

Generating music that temporally aligns with video events is challenging for existing text-to-music models, which lack fine-grained temporal control. We introduce V2M-ZERO, a video-to-music generation approach that generates time-aligned…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Yan-Bo Lin , Jonah Casebeer , Long Mai , Aniruddha Mahapatra , Gedas Bertasius , Nicholas J. Bryan

Movie dubbing aims to synthesize speech that preserves the vocal identity of a reference audio while synchronizing with the lip movements in a target video. Existing methods fail to achieve precise lip-sync and lack naturalness due to…

声音 · 计算机科学 2026-04-15 Gaoxiang Cong , Liang Li , Jiaxin Ye , Zhedong Zhang , Hongming Shan , Yuankai Qi , Qingming Huang

We propose AV-Link, a unified framework for Video-to-Audio (A2V) and Audio-to-Video (A2V) generation that leverages the activations of frozen video and audio diffusion models for temporally-aligned cross-modal conditioning. The key to our…

计算机视觉与模式识别 · 计算机科学 2025-03-12 Moayed Haji-Ali , Willi Menapace , Aliaksandr Siarohin , Ivan Skorokhodov , Alper Canberk , Kwot Sin Lee , Vicente Ordonez , Sergey Tulyakov

Recent advances in video generation have been remarkable, enabling models to produce visually compelling videos with synchronized audio. While existing video generation benchmarks provide comprehensive metrics for visual quality, they lack…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Daili Hua , Xizhi Wang , Bohan Zeng , Xinyi Huang , Hao Liang , Junbo Niu , Xinlong Chen , Quanqing Xu , Wentao Zhang

In many applications, synchronizing audio with visuals is crucial, such as in creating graphic animations for films or games, translating movie audio into different languages, and developing metaverse applications. This review explores…

Navigational aids for blind and low vision individuals struggle conveying dynamic real-world environments, leading to cognitive overload from continuous, undifferentiated feedback. We present AMAVA, a novel real-time video-to-audio…

计算机视觉与模式识别 · 计算机科学 2026-04-28 Benjamin Klein , Kazi Ruslan Rahman , Sanchita Ghose

In audio-visual navigation (AVN) tasks, an embodied agent must autonomously localize a sound source in unknown and complex 3D environments based on audio-visual signals. Existing methods often rely on static modality fusion strategies and…

人工智能 · 计算机科学 2025-09-23 Jia Li , Yinfeng Yu , Liejun Wang , Fuchun Sun , Wendong Zheng

Unified multimodal models (UMMs) aim to jointly perform multimodal understanding and generation within a single framework. We present TUNA, a native UMM that builds a unified continuous visual representation by cascading a VAE encoder with…

Most existing text-to-audio (TTA) generation methods produce mono outputs, neglecting essential spatial information for immersive auditory experiences. To address this issue, we propose a cascaded method for text-to-multisource binaural…

声音 · 计算机科学 2025-11-06 Yuxuan He , Xiaoran Yang , Ningning Pan , Gongping Huang

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…

计算机视觉与模式识别 · 计算机科学 2022-06-15 Changan Chen , Ruohan Gao , Paul Calamia , Kristen Grauman