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In this work, we present FoleyGRAM, a novel approach to video-to-audio generation that emphasizes semantic conditioning through the use of aligned multimodal encoders. Building on prior advancements in video-to-audio generation, FoleyGRAM…

The goal of DCASE 2023 Challenge Task 7 is to generate various sound clips for Foley sound synthesis (FSS) by "category-to-sound" approach. "Category" is expressed by a single index while corresponding "sound" covers diverse and different…

音频与语音处理 · 电气工程与系统科学 2023-06-09 Junhyeok Lee , Hyeonuk Nam , Yong-Hwa Park

Foley sound generation, the art of creating audio for multimedia, has recently seen notable advancements through text-conditioned latent diffusion models. These systems use multimodal text-audio representation models, such as Contrastive…

音频与语音处理 · 电气工程与系统科学 2024-10-15 Tornike Karchkhadze , Hassan Salami Kavaki , Mohammad Rasool Izadi , Bryce Irvin , Mikolaj Kegler , Ari Hertz , Shuo Zhang , Marko Stamenovic

This paper introduces FALL-E, a foley synthesis system and its training/inference strategies. The FALL-E model employs a cascaded approach comprising low-resolution spectrogram generation, spectrogram super-resolution, and a vocoder. We…

音频与语音处理 · 电气工程与系统科学 2023-08-11 Minsung Kang , Sangshin Oh , Hyeongi Moon , Kyungyun Lee , Ben Sangbae Chon

Recently, with the advancement of AIGC, deep learning-based video-to-audio (V2A) technology has garnered significant attention. However, existing research mostly focuses on mono audio generation that lacks spatial perception, while the…

声音 · 计算机科学 2025-08-22 Lei Zhao , Rujin Chen , Chi Zhang , Xiao-Lei Zhang , Xuelong Li

Foley sound presents the background sound for multimedia content and the generation of Foley sound involves computationally modelling sound effects with specialized techniques. In this work, we proposed a system for DCASE 2023 challenge…

声音 · 计算机科学 2023-09-18 Yi Yuan , Haohe Liu , Xubo Liu , Xiyuan Kang , Mark D. Plumbley , Wenwu Wang

Foley is a key element in video production, refers to the process of adding an audio signal to a silent video while ensuring semantic and temporal alignment. In recent years, the rise of personalized content creation and advancements in…

声音 · 计算机科学 2025-04-18 Roi Benita , Michael Finkelson , Tavi Halperin , Gleb Sterkin , Yossi Adi

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…

音频与语音处理 · 电气工程与系统科学 2023-10-25 Mateo Cámara , José Luis Blanco

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…

音频与语音处理 · 电气工程与系统科学 2023-09-20 Xinhao Mei , Varun Nagaraja , Gael Le Lan , Zhaoheng Ni , Ernie Chang , Yangyang Shi , Vikas Chandra

Speech synthesis has recently seen significant improvements in fidelity, driven by the advent of neural vocoders and neural prosody generators. However, these systems lack intuitive user controls over prosody, making them unable to rectify…

音频与语音处理 · 电气工程与系统科学 2020-08-13 Max Morrison , Zeyu Jin , Justin Salamon , Nicholas J. Bryan , Gautham J. Mysore

The video-to-audio (V2A) generation task has drawn attention in the field of multimedia due to the practicality in producing Foley sound. Semantic and temporal conditions are fed to the generation model to indicate sound events and temporal…

声音 · 计算机科学 2024-12-25 Yaoyun Zhang , Xuenan Xu , Mengyue Wu

Video-to-audio generation (V2A) is of increasing importance in domains such as film post-production, AR/VR, and sound design, particularly for the creation of Foley sound effects synchronized with on-screen actions. Foley requires…

声音 · 计算机科学 2025-11-25 Satvik Dixit , Koichi Saito , Zhi Zhong , Yuki Mitsufuji , Chris Donahue

An ideal music synthesizer should be both interactive and expressive, generating high-fidelity audio in realtime for arbitrary combinations of instruments and notes. Recent neural synthesizers have exhibited a tradeoff between…

Embedding acoustic information into fixed length representations is of interest for a whole range of applications in speech and audio technology. Two novel unsupervised approaches to generate acoustic embeddings by modelling of acoustic…

计算与语言 · 计算机科学 2021-02-08 Yanpei Shi , Thomas Hain

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…

机器学习 · 计算机科学 2021-07-21 Sanchita Ghose , John J. Prevost

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…

计算机视觉与模式识别 · 计算机科学 2026-01-01 Bingxuan Li , Yiming Cui , Yicheng He , Yiwei Wang , Shu Zhang , Longyin Wen , Yulei Niu

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…

We propose a step-by-step video-to-audio (V2A) generation method for finer controllability over the generation process and more realistic audio synthesis. Inspired by traditional Foley workflows, our approach aims to comprehensively capture…

计算机视觉与模式识别 · 计算机科学 2025-10-08 Akio Hayakawa , Masato Ishii , Takashi Shibuya , Yuki Mitsufuji

A new framework is presented for generating musical audio using autoencoder neural networks. With the presented framework, called network modulation synthesis, users can create synthesis architectures and use novel generative algorithms to…

声音 · 计算机科学 2025-09-30 Jeremy Hyrkas

Controllable speech synthesis aims to control the style of generated speech using reference input, which can be of various modalities. Existing face-based methods struggle with robustness and generalization due to data quality constraints,…

声音 · 计算机科学 2025-06-27 Rui Niu , Weihao Wu , Jie Chen , Long Ma , Zhiyong Wu