Generative Disco: Text-to-Video Generation for Music Visualization
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Abstract (arXiv)
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 Generative Disco, a generative AI system that helps generate music visualizations with large language models and text-to-video generation. The system helps users visualize music in intervals by finding prompts to describe the images that intervals start and end on and interpolating between them to the beat of the music. We introduce design patterns for improving these generated videos: transitions, which express shifts in color, time, subject, or style, and holds, which help focus the video on subjects. A study with professionals showed that transitions and holds were a highly expressive framework that enabled them to build coherent visual narratives. We conclude on the generalizability of these patterns and the potential of generated video for creative professionals.
Key facts. Cited by 19 papers in the map (data through 14 Oct 2026). Builds on 18 of its 86 references that are in the map. First posted on arXiv 17 Apr 2023.
Builds on
18 of 86 references.
References · 18
- 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,503
- 2022Make-A-Video: Text-to-Video Generation without Text-Video Datacited by 1,742
- 2022CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformerscited by 985
- 2022Phenaki: Variable Length Video Generation From Open Domain Textual Descriptioncited by 484
- 2021N"UWA: Visual Synthesis Pre-training for Neural visUal World creAtioncited by 253
- 2021Design Guidelines for Prompt Engineering Text-to-Image Generative Modelscited by 218
- 2021Sparks: Inspiration for Science Writing using Language Modelscited by 80
- 2022NUWA-Infinity: Autoregressive over Autoregressive Generation for Infinite Visual Synthesiscited by 71
- 2023RePrompt: Automatic Prompt Editing to Refine AI-Generative Art Towards Precise Expressionscited by 43
- 20223DALL-E: Integrating Text-to-Image AI in 3D Design Workflowscited by 41
- 2022Opal: Multimodal Image Generation for News Illustrationcited by 36
- 2021PopBlends: Strategies for Conceptual Blending with Large Language Modelscited by 22
6 more
- 2022It's Time for Artistic Correspondence in Music and Videocited by 18
- 2019B-Script: Transcript-based B-roll Video Editing with Recommendationscited by 16
- 2021Soloist: Generating Mixed-Initiative Tutorials from Existing Guitar Instructional Videos Through Audio Processingcited by 6
- 2020Feel The Music: Automatically Generating A Dance For An Input Songcited by 5
- 2021Is there a "language of music-video clips" ? A qualitative and quantitative studycited by 4
- 2019Lemotif: An Affective Visual Journal Using Deep Neural Networkscited by 2
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Citing papers per year: 2023: 5; 2024: 8; 2025: 6.
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- 2023A Survey on Video Diffusion Modelscited by 206
- 2024Diffusion Model-Based Video Editing: A Surveycited by 44
- 2024LeviTor: 3D Trajectory Oriented Image-to-Video Synthesiscited by 39
- 2023I Spy a Metaphor: Large Language Models and Diffusion Models Co-Create Visual Metaphorscited by 31
- 2024Video Diffusion Models: A Surveycited by 30
- 2025Error Analyses of Auto-Regressive Video Diffusion Models: A Unified Frameworkcited by 20
- 2024Not Just Novelty: A Longitudinal Study on Utility and Customization of an AI Workflowcited by 14
- 2024QVD: Post-training Quantization for Video Diffusion Modelscited by 14
- 2025Inkspire: Supporting Design Exploration with Generative AI through Analogical Sketchingcited by 13
- 2023Generative AI in the Construction Industry: Opportunities & Challengescited by 8
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- 2024CoNo: Consistency Noise Injection for Tuning-free Long Video Diffusioncited by 5
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- 2023ViPE: Visualise Pretty-much Everythingcited by 3
- 2024Network Bending of Diffusion Models for Audio-Visual Generationcited by 3
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- 2025Machine learning applications in archaeological practices: a reviewcited by 2
- 2025FeedQUAC: Quick Unobtrusive AI-Generated Commentarycited by 2
- 2023PortfolioMentor: Multimodal Generative AI Companion for Learning and Crafting Interactive Digital Art Portfolioscited by 1
- 2025Facilitating Longitudinal Interaction Studies of AI Systemscited by 1
- 2025Facilitating Longitudinal Interaction Studies of AI Systems14 Aug 2025
- 2025FeedQUAC: Quick Unobtrusive AI-Generated Commentary23 Apr 2025
- 2025Error Analyses of Auto-Regressive Video Diffusion Models: A Unified Framework12 Mar 2025
- 2025DesignWeaver: Dimensional Scaffolding for Text-to-Image Product Design14 Feb 2025
- 2025Inkspire: Supporting Design Exploration with Generative AI through Analogical Sketching30 Jan 2025
- 2025Machine learning applications in archaeological practices: a review7 Jan 2025
- 2024LeviTor: 3D Trajectory Oriented Image-to-Video Synthesis19 Dec 2024
- 2024Artificial Intelligence for Biomedical Video Generation12 Nov 2024
- 2024QVD: Post-training Quantization for Video Diffusion Models16 Jul 2024
- 2024Network Bending of Diffusion Models for Audio-Visual Generation28 Jun 2024
- 2024Diffusion Model-Based Video Editing: A Survey26 Jun 2024
- 2024CoNo: Consistency Noise Injection for Tuning-free Long Video Diffusion7 Jun 2024
7 more
- 2024Video Diffusion Models: A Survey6 May 2024
- 2024Not Just Novelty: A Longitudinal Study on Utility and Customization of an AI Workflow15 Feb 2024
- 2023PortfolioMentor: Multimodal Generative AI Companion for Learning and Crafting Interactive Digital Art Portfolios23 Nov 2023
- 2023A Survey on Video Diffusion Models16 Oct 2023
- 2023ViPE: Visualise Pretty-much Everything16 Oct 2023
- 2023Generative AI in the Construction Industry: Opportunities & Challenges19 Sep 2023
- 2023I Spy a Metaphor: Large Language Models and Diffusion Models Co-Create Visual Metaphors24 May 2023
- 2023A Survey on Video Diffusion Modelscited by 206
- 2024Diffusion Model-Based Video Editing: A Surveycited by 44
- 2023I Spy a Metaphor: Large Language Models and Diffusion Models Co-Create Visual Metaphorscited by 31
- 2024Video Diffusion Models: A Surveycited by 30
- 2025Error Analyses of Auto-Regressive Video Diffusion Models: A Unified Frameworkcited by 20
- 2024QVD: Post-training Quantization for Video Diffusion Modelscited by 14
- 2024CoNo: Consistency Noise Injection for Tuning-free Long Video Diffusioncited by 5
- 2024Network Bending of Diffusion Models for Audio-Visual Generationcited by 3
- 2025Error Analyses of Auto-Regressive Video Diffusion Models: A Unified Framework12 Mar 2025
- 2024QVD: Post-training Quantization for Video Diffusion Models16 Jul 2024
- 2024Network Bending of Diffusion Models for Audio-Visual Generation28 Jun 2024
- 2024Diffusion Model-Based Video Editing: A Survey26 Jun 2024
- 2024CoNo: Consistency Noise Injection for Tuning-free Long Video Diffusion7 Jun 2024
- 2024Video Diffusion Models: A Survey6 May 2024
- 2023A Survey on Video Diffusion Models16 Oct 2023
- 2023I Spy a Metaphor: Large Language Models and Diffusion Models Co-Create Visual Metaphors24 May 2023
- 2024LeviTor: 3D Trajectory Oriented Image-to-Video Synthesiscited by 39
- 2024Not Just Novelty: A Longitudinal Study on Utility and Customization of an AI Workflowcited by 14
- 2025Inkspire: Supporting Design Exploration with Generative AI through Analogical Sketchingcited by 13
- 2023Generative AI in the Construction Industry: Opportunities & Challengescited by 8
- 2025DesignWeaver: Dimensional Scaffolding for Text-to-Image Product Designcited by 6
- 2023ViPE: Visualise Pretty-much Everythingcited by 3
- 2024Artificial Intelligence for Biomedical Video Generationcited by 2
- 2025Machine learning applications in archaeological practices: a reviewcited by 2
- 2025FeedQUAC: Quick Unobtrusive AI-Generated Commentarycited by 2
- 2023PortfolioMentor: Multimodal Generative AI Companion for Learning and Crafting Interactive Digital Art Portfolioscited by 1
- 2025Facilitating Longitudinal Interaction Studies of AI Systemscited by 1
- 2025Facilitating Longitudinal Interaction Studies of AI Systems14 Aug 2025
- 2025FeedQUAC: Quick Unobtrusive AI-Generated Commentary23 Apr 2025
- 2025DesignWeaver: Dimensional Scaffolding for Text-to-Image Product Design14 Feb 2025
- 2025Inkspire: Supporting Design Exploration with Generative AI through Analogical Sketching30 Jan 2025
- 2025Machine learning applications in archaeological practices: a review7 Jan 2025
- 2024LeviTor: 3D Trajectory Oriented Image-to-Video Synthesis19 Dec 2024
- 2024Artificial Intelligence for Biomedical Video Generation12 Nov 2024
- 2024Not Just Novelty: A Longitudinal Study on Utility and Customization of an AI Workflow15 Feb 2024
- 2023PortfolioMentor: Multimodal Generative AI Companion for Learning and Crafting Interactive Digital Art Portfolios23 Nov 2023
- 2023ViPE: Visualise Pretty-much Everything16 Oct 2023
- 2023Generative AI in the Construction Industry: Opportunities & Challenges19 Sep 2023