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相关论文: LoVA: Long-form Video-to-Audio Generation

200 篇论文

Long video generation remains a challenging and compelling topic in computer vision. Diffusion based models, among the various approaches to video generation, have achieved state of the art quality with their iterative denoising procedures.…

计算机视觉与模式识别 · 计算机科学 2025-03-14 Siyang Zhang , Harry Yang , Ser-Nam Lim

Recent Video-to-Audio (V2A) generation relies on extracting semantic and temporal features from video to condition generative models. Training these models from scratch is resource intensive. Consequently, leveraging foundation models (FMs)…

计算机视觉与模式识别 · 计算机科学 2025-09-08 Gehui Chen , Guan'an Wang , Xiaowen Huang , Jitao Sang

We propose Make-A-Video -- an approach for directly translating the tremendous recent progress in Text-to-Image (T2I) generation to Text-to-Video (T2V). Our intuition is simple: learn what the world looks like and how it is described from…

计算机视觉与模式识别 · 计算机科学 2022-09-30 Uriel Singer , Adam Polyak , Thomas Hayes , Xi Yin , Jie An , Songyang Zhang , Qiyuan Hu , Harry Yang , Oron Ashual , Oran Gafni , Devi Parikh , Sonal Gupta , Yaniv Taigman

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

With the growing requirement for natural human-computer interaction, speech-based systems receive increasing attention as speech is one of the most common forms of daily communication. However, the existing speech models still experience…

Video-to-audio (V2A) generation shows great potential in fields such as film production. Despite significant advances, current V2A methods relying on global video information struggle with complex scenes and generating audio tailored to…

计算机视觉与模式识别 · 计算机科学 2025-07-15 Yingshan Liang , Keyu Fan , Zhicheng Du , Yiran Wang , Qingyang Shi , Xinyu Zhang , Jiasheng Lu , Peiwu Qin

Precisely evaluating semantic alignment between text prompts and generated videos remains a challenge in Text-to-Video (T2V) Generation. Existing text-to-video alignment metrics like CLIPScore only generate coarse-grained scores without…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Kaisi Guan , Zhengfeng Lai , Yuchong Sun , Peng Zhang , Wei Liu , Kieran Liu , Meng Cao , Ruihua Song

Recent advancements in image-to-video (I2V) generation have shown promising performance in conventional scenarios. However, these methods still encounter significant challenges when dealing with complex scenes that require a deep…

计算机视觉与模式识别 · 计算机科学 2025-06-04 Peng Liu , Xiaoming Ren , Fengkai Liu , Qingsong Xie , Quanlong Zheng , Yanhao Zhang , Haonan Lu , Yujiu Yang

With the rapid development of generative models, Artificial Intelligence-Generated Contents (AIGC) have exponentially increased in daily lives. Among them, Text-to-Video (T2V) generation has received widespread attention. Though many T2V…

计算机视觉与模式识别 · 计算机科学 2024-08-08 Tengchuan Kou , Xiaohong Liu , Zicheng Zhang , Chunyi Li , Haoning Wu , Xiongkuo Min , Guangtao Zhai , Ning Liu

Video generation is rapidly evolving towards unified audio-video generation. In this paper, we present ALIVE, a generation model that adapts a pretrained Text-to-Video (T2V) model to Sora-style audio-video generation and animation. In…

计算机视觉与模式识别 · 计算机科学 2026-02-11 Ying Guo , Qijun Gan , Yifu Zhang , Jinlai Liu , Yifei Hu , Pan Xie , Dongjun Qian , Yu Zhang , Ruiqi Li , Yuqi Zhang , Ruibiao Lu , Xiaofeng Mei , Bo Han , Xiang Yin , Bingyue Peng , Zehuan Yuan

In the paradigm of AI-generated content (AIGC), there has been increasing attention to transferring knowledge from pre-trained text-to-image (T2I) models to text-to-video (T2V) generation. Despite their effectiveness, these frameworks face…

计算机视觉与模式识别 · 计算机科学 2024-02-07 Susung Hong , Junyoung Seo , Heeseong Shin , Sunghwan Hong , Seungryong Kim

This paper presents InfiniteAudio, a simple yet effective strategy for generating infinite-length audio using diffusion-based text-to-audio methods. Current approaches face memory constraints because the output size increases with input…

音频与语音处理 · 电气工程与系统科学 2025-06-04 Chaeyoung Jung , Hojoon Ki , Ji-Hoon Kim , Junmo Kim , Joon Son Chung

Recent diffusion-based methods have achieved impressive progress in video content manipulation. However, they typically ignore the accompanying audio, leaving the audio disjointed from the edited results. In this paper, we propose…

计算机视觉与模式识别 · 计算机科学 2026-05-19 Haojie Zheng , Yixin Yang , Siqi Yang , Shuchen Weng , Boxin Shi

With the introduction of diffusion-based video generation techniques, audio-conditioned human video generation has recently achieved significant breakthroughs in both the naturalness of motion and the synthesis of portrait details. Due to…

计算机视觉与模式识别 · 计算机科学 2025-04-07 Jianwen Jiang , Chao Liang , Jiaqi Yang , Gaojie Lin , Tianyun Zhong , Yanbo Zheng

We present Stable Video Diffusion - a latent video diffusion model for high-resolution, state-of-the-art text-to-video and image-to-video generation. Recently, latent diffusion models trained for 2D image synthesis have been turned into…

Many video-to-audio (VTA) methods have been proposed for dubbing silent AI-generated videos. An efficient quality assessment method for AI-generated audio-visual content (AGAV) is crucial for ensuring audio-visual quality. Existing…

多媒体 · 计算机科学 2025-07-15 Yuqin Cao , Xiongkuo Min , Yixuan Gao , Wei Sun , Guangtao Zhai

AI-generated content has attracted lots of attention recently, but photo-realistic video synthesis is still challenging. Although many attempts using GANs and autoregressive models have been made in this area, the visual quality and length…

计算机视觉与模式识别 · 计算机科学 2023-03-21 Yingqing He , Tianyu Yang , Yong Zhang , Ying Shan , Qifeng Chen

Recent advancements in diffusion models and large language models (LLMs) have significantly propelled the field of AIGC. Text-to-Audio (TTA), a burgeoning AIGC application designed to generate audio from natural language prompts, is…

声音 · 计算机科学 2024-01-03 Jinlong Xue , Yayue Deng , Yingming Gao , Ya Li

An image may convey a thousand words, but a video composed of hundreds or thousands of image frames tells a more intricate story. Despite significant progress in multimodal large language models (MLLMs), generating extended videos remains a…

计算机视觉与模式识别 · 计算机科学 2025-08-06 Faraz Waseem , Muhammad Shahzad

While video-to-audio generation has achieved remarkable progress in semantic and temporal alignment, most existing studies focus solely on these aspects, paying limited attention to the spatial perception and immersive quality of the…

计算机视觉与模式识别 · 计算机科学 2026-01-30 Yanan Wang , Linjie Ren , Zihao Li , Junyi Wang , Tian Gan