~/talk

Integrating Stable Diffusion Generative AI in Artist Workflows

Talkat DSC Europe 23 · 2023-11-20..11-24· [ai-assisted-development, creative-coding]
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slides:none on file

Uses the open-source pipeline centered on Automatic1111 + ControlNet with upscalers, hypernets and textual inversions/LoRA trained from ~10–20 images; runs comfortably on an i7-class CPU plus a GPU with high VRAM (Linux edges Windows). Builds iterative Photoshop ↔ Stable Diffusion loops that cut design time roughly 30–50% faster, produce full renders in a few hours each, and can generate ~500–600 reference images per day; fails at consistent multi-pose characters and game-ready animation without extra tooling.

AI-written summary · about

  1. 0:00AI in artist workflows
  2. 1:03Why integrate Stable Diffusion
  3. 2:50Open source tools and hardware
  4. 4:35Building images with Stable Diffusion
  5. 5:58Prompt engineering importance
  6. 6:20Custom styles for generation
  7. 7:21Mixing AI-generated concepts
  8. 8:25Control Nets for composition
  9. 10:09Stable Diffusion and Photoshop
  10. 11:57Guiding with simple shapes
  11. 13:21Refining designs iteratively
  12. 14:47Depth maps for 3D control
  13. 15:51Typography and UI generation
  14. 17:18Full workflow example
  15. 18:21Time savings and pipelines
  16. 19:25Why artists need AI tools
  17. 21:16AI generation challenges
  18. 23:27Q&A: Animation consistency
  19. 24:31Q&A: Photoshop integration
  20. 25:17Q&A: Complex backgrounds
  21. 28:36Closing remarks
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