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Generating realistic audio effects for movies and other media is a challenging task that is accomplished today primarily through physical techniques known as Foley art. Foley artists create sounds with common objects (e.g., boxing gloves,…

Sound · Computer Science 2023-08-25 Matthew Martel , Jackson Wagner

We propose MAViD, a novel Multimodal framework for Audio-Visual Dialogue understanding and generation. Existing approaches primarily focus on non-interactive systems and are limited to producing constrained and unnatural human speech. The…

Computer Vision and Pattern Recognition · Computer Science 2026-03-10 Youxin Pang , Jiajun Liu , Lingfeng Tan , Yong Zhang , Feng Gao , Xiang Deng , Zhuoliang Kang , Xiaoming Wei , Yebin Liu

Generating sound effects for videos often requires creating artistic sound effects that diverge significantly from real-life sources and flexible control in the sound design. To address this problem, we introduce MultiFoley, a model…

Computer Vision and Pattern Recognition · Computer Science 2025-03-18 Ziyang Chen , Prem Seetharaman , Bryan Russell , Oriol Nieto , David Bourgin , Andrew Owens , Justin Salamon

Recent advances in generative models have highlighted the need for robust detectors capable of distinguishing real images from AI-generated images. While existing methods perform well on known generators, their performance often declines…

Computer Vision and Pattern Recognition · Computer Science 2025-08-05 Kuo Shi , Jie Lu , Shanshan Ye , Guangquan Zhang , Zhen Fang

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…

Multimedia · Computer Science 2024-10-01 Kun Su , Xiulong Liu , Eli Shlizerman

Video generation is experiencing rapid growth, driven by advances in diffusion models and the development of better and larger datasets. However, producing high-quality videos remains challenging due to the high-dimensional data and the…

Computer Vision and Pattern Recognition · Computer Science 2025-04-10 Elia Peruzzo , Dejia Xu , Xingqian Xu , Humphrey Shi , Nicu Sebe

In this paper, we present MovieFactory, a powerful framework to generate cinematic-picture (3072$\times$1280), film-style (multi-scene), and multi-modality (sounding) movies on the demand of natural languages. As the first fully automated…

Computer Vision and Pattern Recognition · Computer Science 2023-06-13 Junchen Zhu , Huan Yang , Huiguo He , Wenjing Wang , Zixi Tuo , Wen-Huang Cheng , Lianli Gao , Jingkuan Song , Jianlong Fu

Unlike existing methods that rely on source images as appearance references and use source speech to generate motion, this work proposes a novel approach that directly extracts information from the speech, addressing key challenges in…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-03 Jinting Wang , Jun Wang , Hei Victor Cheng , Li Liu

Multi-modal representation learning has become a pivotal area in artificial intelligence, enabling the integration of diverse modalities such as vision, text, and audio to solve complex problems. However, existing approaches predominantly…

Machine Learning · Computer Science 2025-05-01 Sangyeon Cho , Jangyeong Jeon , Mingi Kim , Junyeong Kim

Video to sound generation aims to generate realistic and natural sound given a video input. However, previous video-to-sound generation methods can only generate a random or average timbre without any controls or specializations of the…

Multimedia · Computer Science 2022-11-22 Chenye Cui , Yi Ren , Jinglin Liu , Rongjie Huang , Zhou Zhao

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

Advances in generative artificial intelligence have altered multimedia creation, allowing for automatic cinematic video synthesis from text inputs. This work describes a method for creating 60-second cinematic movies incorporating Stable…

Computer Vision and Pattern Recognition · Computer Science 2025-06-13 Sridhar S , Nithin A , Shakeel Rifath , Vasantha Raj

The growing capabilities of AI in generating video content have brought forward significant challenges in effectively evaluating these videos. Unlike static images or text, video content involves complex spatial and temporal dynamics which…

Computer Vision and Pattern Recognition · Computer Science 2026-03-23 Xiao Liu , Xinhao Xiang , Zizhong Li , Yongheng Wang , Zhuoheng Li , Zhuosheng Liu , Weidi Zhang , Weiqi Ye , Jiawei Zhang

The evolution of video generation from text, from animating MNIST to simulating the world with Sora, has progressed at a breakneck speed. Here, we systematically discuss how far text-to-video generation technology supports essential…

Text-to-video (T2V) diffusion models have recently achieved impressive visual quality, yet most systems still generate silent clips and treat audio as a secondary concern. Existing audio-video generation pipelines typically decompose the…

Existing AI-driven video creation systems typically treat script drafting and key-shot design as two disjoint tasks: the former relies on large language models, while the latter depends on image generation models. We argue that these two…

Computer Vision and Pattern Recognition · Computer Science 2025-12-30 Jiaxu Zhang , Tianshu Hu , Yuan Zhang , Zenan Li , Linjie Luo , Guosheng Lin , Xin Chen

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…

This work addresses the lack of multimodal generative models capable of producing high-quality videos with spatially aligned audio. While recent advancements in generative models have been successful in video generation, they often overlook…

Sound · Computer Science 2026-02-05 Kazuki Shimada , Christian Simon , Takashi Shibuya , Shusuke Takahashi , Yuki Mitsufuji

Existing video generation models struggle to follow complex text prompts and synthesize multiple objects, raising the need for additional grounding input for improved controllability. In this work, we propose to decompose videos into visual…

Computer Vision and Pattern Recognition · Computer Science 2025-01-15 Weixi Feng , Chao Liu , Sifei Liu , William Yang Wang , Arash Vahdat , Weili Nie

Visuals can enhance our experience of music, owing to the way they can amplify the emotions and messages conveyed within it. However, creating music visualization is a complex, time-consuming, and resource-intensive process. We introduce…

Human-Computer Interaction · Computer Science 2023-09-29 Vivian Liu , Tao Long , Nathan Raw , Lydia Chilton
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