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相关论文: FoleyBench: A Benchmark For Video-to-Audio Models

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Recent advances in text-to-audio-video (T2AV) generation have enabled models to synthesize audio-visual videos with multi-participant dialogues. However, existing evaluation benchmarks remain largely designed for human-recorded videos or…

Text-to-video (T2V) models have shown remarkable performance in generating visually reasonable scenes, while their capability to leverage world knowledge for ensuring semantic consistency and factual accuracy remains largely understudied.…

计算机视觉与模式识别 · 计算机科学 2025-07-25 Yubin Chen , Xuyang Guo , Zhenmei Shi , Zhao Song , Jiahao Zhang

Coordinated audio generation based on video inputs typically requires a strict audio-visual (AV) alignment, where both semantics and rhythmics of the generated audio segments shall correspond to those in the video frames. Previous studies…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Shentong Mo , Yibing Song

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 introduce AudioBench, a universal benchmark designed to evaluate Audio Large Language Models (AudioLLMs). It encompasses 8 distinct tasks and 26 datasets, among which, 7 are newly proposed datasets. The evaluation targets three main…

声音 · 计算机科学 2025-05-07 Bin Wang , Xunlong Zou , Geyu Lin , Shuo Sun , Zhuohan Liu , Wenyu Zhang , Zhengyuan Liu , AiTi Aw , Nancy F. Chen

The recent development of Sora leads to a new era in text-to-video (T2V) generation. Along with this comes the rising concern about its security risks. The generated videos may contain illegal or unethical content, and there is a lack of…

计算机视觉与模式识别 · 计算机科学 2024-09-10 Yibo Miao , Yifan Zhu , Yinpeng Dong , Lijia Yu , Jun Zhu , Xiao-Shan Gao

Generative diffusion models are developing rapidly and attracting increasing attention due to their wide range of applications. Image-to-Video (I2V) generation has become a major focus in the field of video synthesis. However, existing…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Ailing Zhang , Lina Lei , Dehong Kong , Zhixin Wang , Jiaqi Xu , Fenglong Song , Chun-Le Guo , Chang Liu , Fan Li , Jie Chen

Video generation has advanced significantly, evolving from producing unrealistic outputs to generating videos that appear visually convincing and temporally coherent. To evaluate these video generative models, benchmarks such as VBench have…

计算机视觉与模式识别 · 计算机科学 2025-08-21 Dian Zheng , Ziqi Huang , Hongbo Liu , Kai Zou , Yinan He , Fan Zhang , Lulu Gu , Yuanhan Zhang , Jingwen He , Wei-Shi Zheng , Yu Qiao , Ziwei Liu

We present StereoFoley, a video-to-audio generation framework that produces semantically aligned, temporally synchronized, and spatially accurate stereo sound at 48 kHz. While recent generative video-to-audio models achieve strong semantic…

Recent advances in video generation have achieved remarkable improvements in visual content fidelity. However, the absence of synchronized audio severely undermines immersive experience and restricts practical applications of these…

声音 · 计算机科学 2025-12-09 Fu Li , Weichao Zhao , You Li , Zhichao Zhou , Dongliang He

Podcast script generation requires LLMs to synthesize structured, context-grounded dialogue from diverse inputs, yet systematic evaluation resources for this task remain limited. To bridge this gap, we introduce PodBench, a benchmark…

计算与语言 · 计算机科学 2026-01-22 Chenning Xu , Mao Zheng , Mingyu Zheng , Mingyang Song

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,…

声音 · 计算机科学 2023-08-25 Matthew Martel , Jackson Wagner

Text-to-Audio (TTA) generation has made rapid progress, but current evaluation methods remain narrow, focusing mainly on perceptual quality while overlooking robustness, generalization, and ethical concerns. We present TTA-Bench, a…

声音 · 计算机科学 2025-09-03 Hui Wang , Cheng Liu , Junyang Chen , Haoze Liu , Yuhang Jia , Shiwan Zhao , Jiaming Zhou , Haoqin Sun , Hui Bu , Yong Qin

Video-to-audio (V2A) generation aims to synthesize content-matching audio from silent video, and it remains challenging to build V2A models with high generation quality, efficiency, and visual-audio temporal synchrony. We propose Frieren, a…

声音 · 计算机科学 2025-01-07 Yongqi Wang , Wenxiang Guo , Rongjie Huang , Jiawei Huang , Zehan Wang , Fuming You , Ruiqi Li , Zhou Zhao

The Text to Audible-Video Generation (TAVG) task involves generating videos with accompanying audio based on text descriptions. Achieving this requires skillful alignment of both audio and video elements. To support research in this field,…

计算机视觉与模式识别 · 计算机科学 2024-04-23 Yuxin Mao , Xuyang Shen , Jing Zhang , Zhen Qin , Jinxing Zhou , Mochu Xiang , Yiran Zhong , Yuchao Dai

Recent advancements in Text-to-Song generation have enabled realistic musical content production, yet existing evaluation benchmarks lack the professional granularity to capture multi-dimensional aesthetic nuances. In this paper, we propose…

音频与语音处理 · 电气工程与系统科学 2026-04-30 Dapeng Wu , Shun Lei , Wei Tan , Guangzheng Li , Yunzhe Wang , Huaicheng Zhang , Lishi Zuo , Zhiyong Wu

Foley Control is a lightweight approach to video-guided Foley that keeps pretrained single-modality models frozen and learns only a small cross-attention bridge between them. We connect V-JEPA2 video embeddings to a frozen Stable Audio Open…

计算机视觉与模式识别 · 计算机科学 2025-10-27 Ciara Rowles , Varun Jampani , Simon Donné , Shimon Vainer , Julian Parker , Zach Evans

Video generation has witnessed significant advancements, yet evaluating these models remains a challenge. A comprehensive evaluation benchmark for video generation is indispensable for two reasons: 1) Existing metrics do not fully align…

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…

Despite the significant advancements of Large Vision-Language Models (LVLMs) on established benchmarks, there remains a notable gap in suitable evaluation regarding their applicability in the emerging domain of long-context streaming video…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Zhenyu Yang , Yuhang Hu , Zemin Du , Dizhan Xue , Shengsheng Qian , Jiahong Wu , Fan Yang , Weiming Dong , Changsheng Xu