Image Wrangling
text2img, img2img, ...
Generation
text2img
- AUTOMATIC1111
- civitai.com has lots of fine-tuned models
- Waifu Diffusion works best with anime and other cartoon art
Guided
- inpainting (demo):
- How to make any model into an inpainting model (Civitai discord post)
- img2img models:
- depthmap2mask
- depth2img (better than depth2mask)
- Tip: use Blender to create simple 3D scenes
- ControlNet ⭐
- A1111 extension for ControlNet
- Pose redactor (demo) for skeleton model
- combined workflows:
Prompt inspiration
- Tools
- Artist modifiers
- Search generations:
- Intuition promptbooks:
img2text
- Interrogator in AUTOMATIC1111
- Pic2Prompt
- DeepDanbooru String
- Google Vision (use the try window for free)
Textual Inversion, Dreambooth, Hypernetworks
- Huh?
- What is textual inversion?
- What is dreambooth?
- LoRA vs Dreambooth vs Textual Inversion vs Hypernetworks video
- Textual Inversion = embeddings (~20kb) = new fine-tuned token = search for subject within existing model
- Hypernetwork = extra layers (different filesize) = a filter on top of another model
- Dreambooth = checkpoint (>2gb) or LoRA (different filesize) = model fine-tuned on instance token
- Fine-tuning = checkpoint (>2gb) = model fine-tuned on many tokens
- LoRA is both small and powerful so use that most of the time
- Create and use:
- Textual Inversion:
- Hypernetwork:
- DreamArtist (best one-shot?):
- Dreambooth:
- General fine-tuning:
- Find:
- civitai.com has lots of embeddings and hypernetworks
- #ai-art-embeddings channel on Waifu Diffusion Discord
- Stable Diffusion Textual Inversion Embeddings
Editing
Remove object
Remove background
- Topaz Mask AI 1
- Photobear 2
- remove.bg
- removal.ai
- slazzer
- Tip: some of these will only give you lower res versions in the free versions. You can use them as a mask on the original, to get original res.
Upscale
- Topaz Gigapixel AI 1
- ESRGAN (available in AUTOMATIC1111)
- stable-diffusion-upscaler
- SD 2.0 4x Upscaler (expects images lower than 512x512)
- Photobear 2
- WaifuXL
- BigJpg
- more super-resolution tools
Enchancer, Denoiser
Bonus tools
- Photobear Smart Compression 2
- Photo Vectorization 2
- Bulk Resize — useful to clean up datasets
- Glitch Tools