mlsanityData to 14 Oct 2026

Improvements to SDXL in NovelAI Diffusion V3

arXiv 2409.15997 ↗First posted 24 Sep 2024cs.CV cs.AI cs.LGcited by 1

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Abstract (arXiv)

In this technical report, we document the changes we made to SDXL in the process of training NovelAI Diffusion V3, our state of the art anime image generation model.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 21 of its 31 references that are in the map. First posted on arXiv 24 Sep 2024.

Builds on

21 of 31 references.

References · 21

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
  2. 2020Denoising Diffusion Probabilistic Modelscited by 21,076
  3. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
  4. 2022Classifier-Free Diffusion Guidancecited by 5,847
  5. 2022Elucidating the Design Space of Diffusion-Based Generative Modelscited by 3,045
  6. 2021SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equationscited by 1,937
  7. 2022Imagen Video: High Definition Video Generation with Diffusion Modelscited by 1,778
  8. 2021Alias-Free Generative Adversarial Networkscited by 1,184
  9. 2022DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Modelscited by 938
  10. 2023Simple diffusion: End-to-end diffusion for high resolution imagescited by 422
  11. 2023Analyzing and Improving the Training Dynamics of Diffusion Modelscited by 402
  12. 2023Common Diffusion Noise Schedules and Sample Steps are Flawedcited by 310
9 more
  1. 2022Cold Diffusion: Inverting Arbitrary Image Transforms Without Noisecited by 276
  2. 2023Efficient Diffusion Training via Min-SNR Weighting Strategycited by 246
  3. 2023ScaleCrafter: Tuning-free Higher-Resolution Visual Generation with Diffusion Modelscited by 128
  4. 2022Overcoming a Theoretical Limitation of Self-Attentioncited by 113
  5. 2024FouriScale: A Frequency Perspective on Training-Free High-Resolution Image Synthesiscited by 59
  6. 2023Training-free Diffusion Model Adaptation for Variable-Sized Text-to-Image Synthesiscited by 56
  7. 2021Position, Padding and Predictions: A Deeper Look at Position Information in CNNscited by 26
  8. 2024MegaFusion: Extend Diffusion Models towards Higher-resolution Image Generation without Further Tuningcited by 25
  9. 2023Unmasking Bias in Diffusion Model Trainingcited by 13

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Cited by year

Citing papers per year: 2024: 1.

1 paper.

  1. 2024TIPO: Text to Image with Text Presampling for Prompt Optimizationcited by 6