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There has been a growing interest in the task of generating sound for silent videos, primarily because of its practicality in streamlining video post-production. However, existing methods for video-sound generation attempt to directly…

多媒体 · 计算机科学 2024-04-04 Zhifeng Xie , Shengye Yu , Qile He , Mengtian Li

Music generation models can produce high-fidelity coherent accompaniment given complete audio input, but are limited to editing and loop-based workflows. We study real-time audio-to-audio accompaniment: as a model hears an input audio…

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

The core challenge for streaming video generation is maintaining the content consistency in long context, which poses high requirement for the memory design. Most existing solutions maintain the memory by compressing historical frames with…

计算机视觉与模式识别 · 计算机科学 2025-12-17 Sihui Ji , Xi Chen , Shuai Yang , Xin Tao , Pengfei Wan , Hengshuang Zhao

Audio-visual generation is rapidly advancing from short clips to minute-long content, while existing evaluation protocols remain largely confined to short-form settings. Existing benchmarks primarily focus on 5--10 second text-conditioned…

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…

多媒体 · 计算机科学 2025-02-14 Xiaojing Liu , Ogulcan Gurelli , Yan Wang , Joshua Reiss

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…

计算机视觉与模式识别 · 计算机科学 2025-03-31 Haomin Zhang , Chang Liu , Junjie Zheng , Zihao Chen , Chaofan Ding , Xinhan Di

The existing state-of-the-art method for audio-visual conditioned video prediction uses the latent codes of the audio-visual frames from a multimodal stochastic network and a frame encoder to predict the next visual frame. However, a direct…

计算机视觉与模式识别 · 计算机科学 2023-09-21 Yating Xu , Conghui Hu , Gim Hee Lee

Existing multimodal audio generation models often lack precise user control, which limits their applicability in professional Foley workflows. In particular, these models focus on the entire video and do not provide precise methods for…

计算机视觉与模式识别 · 计算机科学 2025-10-01 Ilpo Viertola , Vladimir Iashin , Esa Rahtu

Recent advances in audio-synchronized visual animation enable control of video content using audios from specific classes. However, existing methods rely heavily on expensive manual curation of high-quality, class-specific training videos,…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Lin Zhang , Zefan Cai , Yufan Zhou , Shentong Mo , Jinhong Lin , Cheng-En Wu , Yibing Wei , Yijing Zhang , Ruiyi Zhang , Wen Xiao , Tong Sun , Junjie Hu , Pedro Morgado

Generative face video coding (GFVC) is vital for modern applications like video conferencing, yet existing methods primarily focus on video motion while neglecting the significant bitrate contribution of audio. Despite the well-established…

图像与视频处理 · 电气工程与系统科学 2025-12-18 Youmin Xu , Mengxi Guo , Shijie Zhao , Weiqi Li , Junlin Li , Li Zhang , Jian Zhang

Video-to-Music generation seeks to generate musically appropriate background music that enhances audiovisual immersion for videos. However, current approaches suffer from two critical limitations: 1) incomplete representation of video…

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

In recent works, a flow-based neural vocoder has shown significant improvement in real-time speech generation task. The sequence of invertible flow operations allows the model to convert samples from simple distribution to audio samples.…

音频与语音处理 · 电气工程与系统科学 2020-08-18 Hyun-Wook Yoon , Sang-Hoon Lee , Hyeong-Rae Noh , Seong-Whan Lee

Talking face generation aims to synthesize a sequence of face images that correspond to a clip of speech. This is a challenging task because face appearance variation and semantics of speech are coupled together in the subtle movements of…

计算机视觉与模式识别 · 计算机科学 2019-04-24 Hang Zhou , Yu Liu , Ziwei Liu , Ping Luo , Xiaogang Wang

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…

音频与语音处理 · 电气工程与系统科学 2023-06-30 Junchen Lu , Berrak Sisman , Mingyang Zhang , Haizhou Li

Multimodal large language models have fueled progress in image captioning. These models, fine-tuned on vast image datasets, exhibit a deep understanding of semantic concepts. In this work, we show that this ability can be re-purposed for…

音频与语音处理 · 电气工程与系统科学 2024-10-10 Hugo Malard , Michel Olvera , Stéphane Lathuiliere , Slim Essid

Audio-video (AV) generation has recently made strong progress in perceptual quality and multimodal coherence, yet generating content with plausible motion-sound relations remains challenging. Existing methods often produce object motions…

计算机视觉与模式识别 · 计算机科学 2026-04-17 Junchao Liao , Zhenghao Zhang , Xiangyu Meng , Litao Li , Ziying Zhang , Siyu Zhu , Long Qin , Weizhi Wang

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

AIGC has rapidly expanded from text-to-image generation toward high-quality multimodal synthesis across video and audio. Within this context, joint audio-video generation (JAVG) has emerged as a fundamental task that produces synchronized…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Kai Liu , Yanhao Zheng , Kai Wang , Shengqiong Wu , Rongjunchen Zhang , Jiebo Luo , Dimitrios Hatzinakos , Ziwei Liu , Hao Fei , Tat-Seng Chua