A curated list of Stable Diffusion Tips, Tricks, and Guides

Stable Diffusion:

• https://stable-diffusion-art.com/samplers

• https://civitai.com/articles/983/insights-for-intermediates-how-to-craft-the-images-you-want-with-a1111

• https://civitai.com/articles/904/settings-recommendations-for-novices-a-guide-for-understanding-the-settings-of-txt2img

• https://dataconomy.com/2023/08/28/img2img-stable-diffusion-image-to-image/

Video:

• https://civitai.com/articles/1841/guide-video2video

Tools/Utilities:

• https://github.com/bmaltais/kohya_ss

• https://searchcivitai.com

Training:

• Differences between training Methods: [YouTube video from koiboy]

• Fine-tuning benchmark from Corridor Digital: [Link to Google Sheets]

• Stable Diffusion Cheat-Sheet

LoRA:

• Low-rank Adaptation for Fast Text-to-Image Diffusion Fine-tuning

• Understanding LoRA Training

  • Part 1 - Learning Rate Schedulers, Network Dimension and Alpha

  • Part 2 - Offset Noise, Epochs and Repeats

  • Part 3 - Block Weights

• Comparing LoRA Types in the Kohya_ss GUI

Textual Inversion:

• What is Textual Inversion?

Prompt Engineering:

• https://aituts.com/stable-diffusion-prompts

• https://prompthero.com/stable-diffusion-prompt-guide

• https://hackr.io/blog/stable-diffusion-prompts

Camera angles/position, Distance, and Lighting:

• https://www.pixcores.com/2023/03/camera-angles-in-stable-diffusion

• https://unimatrixz.com/blog/latent-space-camera-positions/

• https://generativeai.pub/stable-diffusion-enables-the-control-of-camera-distance-and-angles-using-prompts-53ca4d1c9981

• https://aioptimistic.com/stable-diffusion-camera-prompts/

AI Image/Model Repositories (prompt ideas):

• https://civitai.com

• https://prompthero.com/ai-models

• https://tensor.art

• https://majinai.art

• https://holara.ai

Alternative UI to Automatic1111:

• InvokeAI [GitHub]

• Fooocus [GitHub]

• ComfyUI [GitHub] [Beginner's Guide to ComfyUI]

• StableSwarmUI [GitHub] (Multi-GPU alternative to ComfyUI)

Cloud-based alternatives to Stable Diffusion:

• https://www.mage.space

• https://leonardo.ai

• https://mst.ai

Academic Papers:

• Personalizing Text-to-Image Generation via Aesthetic Gradients [PDF]

• An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion [PDF]