mlsanityData to 7 Oct 2026

A Demand-Driven Perspective on Generative Audio AI

arXiv 2307.04292 ↗First posted 10 Jul 2023eess.AS cs.AIcited by 4

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Abstract (arXiv)

To achieve successful deployment of AI research, it is crucial to understand the demands of the industry. In this paper, we present the results of a survey conducted with professional audio engineers, in order to determine research priorities and define various research tasks. We also summarize the current challenges in audio quality and controllability based on the survey. Our analysis emphasizes that the availability of datasets is currently the main bottleneck for achieving high-quality audio generation. Finally, we suggest potential solutions for some revealed issues with empirical evidence.

Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 22 of its 30 references that are in the map. First posted on arXiv 10 Jul 2023.

Builds on

22 of 30 references.

References · 22

  1. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
  2. 2023LLaMA: Open and Efficient Foundation Language Modelscited by 13,958
  3. 2022Hierarchical Text-Conditional Image Generation with CLIP Latentscited by 6,539
  4. 2022Photorealistic Text-to-Image Diffusion Models with Deep Language Understandingcited by 6,322
  5. 2022PaLM: Scaling Language Modeling with Pathwayscited by 5,304
  6. 2021Zero-Shot Text-to-Image Generationcited by 4,276
  7. 2021LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairscited by 1,544
  8. 2022Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentationcited by 707
  9. 2020VGGSound: A Large-scale Audio-Visual Datasetcited by 641
  10. 2023AudioLDM: Text-to-Audio Generation with Latent Diffusion Modelscited by 592
  11. 2019Clotho: An Audio Captioning Datasetcited by 354
  12. 2020FSD50K: An Open Dataset of Human-Labeled Sound Eventscited by 339
10 more
  1. 2023Make-An-Audio: Text-To-Audio Generation with Prompt-Enhanced Diffusion Modelscited by 323
  2. 2022AudioGen: Textually Guided Audio Generationcited by 292
  3. 2022Diffsound: Discrete Diffusion Model for Text-to-sound Generationcited by 256
  4. 2017Visual to Sound: Generating Natural Sound for Videos in the Wildcited by 98
  5. 2021FoleyGAN: Visually Guided Generative Adversarial Network-Based Synchronous Sound Generation in Silent Videoscited by 20
  6. 2020AutoFoley: Artificial Synthesis of Synchronized Sound Tracks for Silent Videos with Deep Learningcited by 19
  7. 2023Foley Sound Synthesis at the DCASE 2023 Challengecited by 19
  8. 2022VarietySound: Timbre-Controllable Video to Sound Generation via Unsupervised Information Disentanglementcited by 11
  9. 2022A Proposal for Foley Sound Synthesis Challengecited by 8
  10. 2023FALL-E: A Foley Sound Synthesis Model and Strategiescited by 2

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 1; 2024: 1; 2025: 1; 2026: 1.

4 papers.