mlsanityData to 14 Oct 2026

Art2Mus: Bridging Visual Arts and Music through Cross-Modal Generation

arXiv 2410.04906 ↗First posted 7 Oct 2024cs.MM cs.CV cs.SDcited by 2

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Abstract (arXiv)

Artificial Intelligence and generative models have revolutionized music creation, with many models leveraging textual or visual prompts for guidance. However, existing image-to-music models are limited to simple images, lacking the capability to generate music from complex digitized artworks. To address this gap, we introduce Atextitrt2Mtextitus, a novel model designed to create music from digitized artworks or text inputs. Atextitrt2Mtextitus extends the AudioLDM~2 architecture, a text-to-audio model, and employs our newly curated datasets, created via ImageBind, which pair digitized artworks with music. Experimental results demonstrate that Atextitrt2Mtextitus can generate music that resonates with the input stimuli. These findings suggest promising applications in multimedia art, interactive installations, and AI-driven creative tools.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 17 of its 21 references that are in the map. First posted on arXiv 7 Oct 2024.

Builds on

17 of 21 references.

References · 17

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  2. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
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  11. 2021W2v-BERT: Combining Contrastive Learning and Masked Language Modeling for Self-Supervised Speech Pre-Trainingcited by 347
  12. 2023AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretrainingcited by 344
5 more
  1. 2022Masked Autoencoders that Listencited by 273
  2. 2018Fr'echet Audio Distance: A Metric for Evaluating Music Enhancement Algorithmscited by 225
  3. 2016FMA: A Dataset For Music Analysiscited by 207
  4. 2022MuLan: A Joint Embedding of Music Audio and Natural Languagecited by 87
  5. 2022Vis2Mus: Exploring Multimodal Representation Mapping for Controllable Music Generationcited by 4

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 1.

2 papers.