MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation
Ludan Ruan, Yiyang Ma, Huan Yang, Huiguo He, Bei Liu, Jianlong Fu, Nicholas Jing Yuan, Qin Jin, Baining Guo
Abstract
delity for each other. Extensive experiments show superior results in unconditional audio-video generation, and zero-shot conditional tasks (e.g., video-to-audio). In particular, we achieve the best FVD and FAD on Landscape and AIST++ dancing datasets. Turing tests of 10k votes further demonstrate dominant preferences for our model. The code and pre-trained models can be downloaded at https: //github.com/researchmm/MM-Diffusion.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 2ab7240f-81cf-44e9-a4a3-a922ae534078Cited by top-tier papers96
- AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific TuningYuwei Guo, Ceyuan Yang, Anyi Rao, Zhengyang Liang et al.ICLR 2024 · 1,493 citations
- Zero-Reference Low-Light Enhancement via Physical Quadruple PriorsWenjing Wang, Huan Yang, Jianlong Fu, Jiaying LiuCVPR 2024 · 90 citations
- JavisDiT: Joint Audio-Video Diffusion Transformer with Hierarchical Spatio-Temporal Prior SynchronizationKai Liu, Wei Li, Lai Chen, Shengqiong Wu et al.ICLR 2026 · 89 citations
- Diverse and Aligned Audio-to-Video Generation via Text-to-Video Model AdaptationGuy Yariv, Itai Gat, Sagie Benaim, Lior Wolf et al.AAAI 2024 · 79 citations
- Generative-Based Fusion Mechanism for Multi-Modal TrackingZhangyong Tang, Tianyang Xu, Xiaojun Wu, Xuefeng Zhu et al.AAAI 2024 · 78 citations
Builds on27
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 35,902 citations
- Diffusion Models Beat GANs on Image SynthesisPrafulla Dhariwal, Alexander Quinn NicholNeurIPS 2021 · 13,211 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Denoising Diffusion Implicit ModelsJiaming Song, Chenlin Meng, Stefano ErmonICLR 2021 · 11,743 citations
- Photorealistic Text-to-Image Diffusion Models with Deep Language UnderstandingChitwan Saharia, William Chan, Saurabh Saxena, Lala Li et al.NeurIPS 2022 · 8,965 citations
Related papers
- AV-Link: Temporally-Aligned Diffusion Features for Cross-Modal Audio-Video GenerationMoayed Haji-Ali, Willi Menapace, Aliaksandr Siarohin, Ivan Skorokhodov et al.ICCV 2025 · 3 citations
- MM-LDM: Multi-Modal Latent Diffusion Model for Sounding Video GenerationMingzhen Sun, Weining Wang, Yanyuan Qiao, Jiahui Sun et al.ACM MM 2024 · 4 citations
- TimeStep Master: Asymmetrical Mixture of Timestep LoRA Experts for Versatile and Efficient Diffusion Models in VisionShaobin Zhuang, Yiwei Guo, Yanbo Ding, Kunchang Li et al.ICML 2025
- MMAudio: Taming Multimodal Joint Training for High-Quality Video-to-Audio SynthesisHo Kei Cheng, Masato Ishii, Akio Hayakawa, Takashi Shibuya et al.CVPR 2025
- Dream Video: Composing Your Dream Videos with Customized Subject and MotionYujie Wei, Shiwei Zhang, Zhiwu Qing, Hangjie Yuan et al.CVPR 2024
